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Cooperation or Competition: Avoiding Player Domination for Multi-Target Robustness via Adaptive BudgetsYimu WangDinghuai ZhangYihan WuHeng HuangHongyang ZhangIEEE Conference on Computer Vision and Pattern Recognition
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c 425.7423 382.0584 425.7423 382.0584 425.7423 382.0584 c 425.7423 382.0584
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l 159.7253 129.6004 l 188.7198 148.6709 l 191.0856 183.5168 l S Q Q q 506.0697
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422.5438 490.0013 431.3995 482.5424 438.8584 c 475.0835 446.3173 466.2278
452.2344 456.4823 456.2712 c 446.7368 460.3079 436.2908 462.3857 425.7423
462.3857 c 415.1939 462.3857 404.7479 460.3079 395.0024 456.2712 c 385.2569
452.2344 376.4012 446.3173 368.9423 438.8584 c 361.4834 431.3995 355.5663
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395.0024 307.8455 c 404.7479 303.8088 415.1939 301.731 425.7423 301.731 c
436.2908 301.731 446.7368 303.8088 456.4823 307.8455 c 466.2278 311.8823 475.0835
317.7994 482.5424 325.2583 c 490.0013 332.7172 495.9184 341.5729 499.9552
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382.0584 c 506.0697 382.0584 m h W n 326.743 279.535 197.9987 205.0467 re
W n 2 w 1 j [ 7.4 3.2 ] 0 d /Cs1 CS 0 0 1 SC /Gs3 gs q 0.61981 0 0 0.61981 326.743 279.535
cm 237.3008 210.1992 m 159.7253 262.6109 l 75.54764 214.0109 l 75.54764 116.8109
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452.2344 376.4012 446.3173 368.9423 438.8584 c 361.4834 431.3995 355.5663
422.5438 351.5295 412.7983 c 347.4928 403.0528 345.415 392.6068 345.415 382.0584
c 345.415 371.5099 347.4928 361.0639 351.5295 351.3184 c 355.5663 341.5729
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395.0024 307.8455 c 404.7479 303.8088 415.1939 301.731 425.7423 301.731 c
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382.0584 c 425.7423 382.0584 425.7423 382.0584 425.7423 382.0584 c 425.7423
382.0584 425.7423 382.0584 425.7423 382.0584 c 425.7423 382.0584 425.7423
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382.0584 c 425.7423 382.0584 425.7423 382.0584 425.7423 382.0584 c 425.7423
382.0584 425.7423 382.0584 425.7423 382.0584 c 425.7423 382.0584 425.7423
382.0584 425.7423 382.0584 c 425.7423 382.0584 425.7423 382.0584 425.7423
382.0584 c 425.7423 382.0584 425.7423 382.0584 425.7423 382.0584 c 425.7423
382.0584 425.7423 382.0584 425.7423 382.0584 c 425.7423 382.0584 425.7423
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382.0584 c 506.0697 382.0584 m h W n 326.743 279.535 197.9987 205.0467 re
W n 2 w 1 j [ 12.8 3.2 2 3.2 ] 0 d /Cs1 CS 0 0.5019608 0 SC /Gs3 gs q 0.61981 0 0 0.61981 326.743 279.535
cm 243.903 214.0109 m 159.7253 246.4109 l 90.02982 205.6496 l 81.78302 120.4109
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re W n /Cs2 cs 1 sc /Gs4 gs /Cs2 CS 0.8 SC /Gs5 gs q 0.61981 0 0 0.61981 326.743 279.535
cm 196.4016 9.059062 m 308.2453 9.059062 l 309.5786 9.059062 310.2453 9.725729
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gs q 0.61981 0 0 0.61981 326.743 279.535 cm 198.4016 48.63719 m 208.4016 48.63719
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307.9206 470.3044 308.0817 470.5647 308.4164 c 470.825 308.7449 470.9552 309.1974
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468.8726 307.4309 468.3644 307.6416 467.9863 308.0631 c 467.602 308.4846 467.416
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f 487.9318 309.216 m 487.4793 309.216 487.1694 309.1602 486.9958 309.061 c
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308.2119 511.8564 307.902 c 511.5775 307.5859 511.1994 307.4309 510.716 307.4309
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513.3378 310.4928 c 513.5981 310.8151 513.9328 310.9824 514.3419 310.9824
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515.3398 308.4722 515.4265 308.7945 515.4265 309.2036 c 515.4265 309.6126
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513.6105 309.9287 513.5299 309.6126 513.5299 309.2036 c h f 0 J [ 7.4 3.2
] 0 d /Cs1 CS 0 0 1 SC q 0.61981 0 0 0.61981 326.743 279.535 cm 198.4016 33.63719
m 208.4016 33.63719 l 218.4016 33.63719 l S Q 467.3293 301.8565 m 467.8871
301.8565 l 468.5813 299.2099 l 469.2755 301.8565 l 469.9325 301.8565 l 470.6267
299.2099 l 471.3208 301.8565 l 471.8787 301.8565 l 470.9923 298.4661 l 470.3353
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301.3358 484.6609 300.8772 484.6609 300.4123 c 484.6609 299.9413 484.7228
299.4826 484.8592 299.0302 c 484.9894 298.5715 485.1877 298.119 485.4604 297.6542
c 484.977 297.6542 l 484.6733 298.1314 484.4439 298.5901 484.2952 299.0487
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c 485.4604 303.1705 l h f 488.3992 302.5693 m 487.9529 302.5693 487.5996 302.4019
487.3393 302.0734 c 487.079 301.7387 486.9488 301.2925 486.9488 300.7222 c
486.9488 300.152 487.079 299.6995 487.3393 299.3711 c 487.5996 299.0364 487.9529
298.8752 488.3992 298.8752 c 488.8392 298.8752 489.1925 299.0364 489.4528
299.3711 c 489.7132 299.6995 489.8433 300.152 489.8433 300.7222 c 489.8433
301.2925 489.7132 301.7387 489.4528 302.0734 c 489.1925 302.4019 488.8392
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302.8482 489.9177 302.4267 c 490.2958 302.0052 490.4879 301.435 490.4879 300.7222
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489.0314 298.3856 488.3992 298.3856 c 487.7608 298.3856 487.2525 298.5963
486.8744 299.0178 c 486.4902 299.4392 486.3042 300.0033 486.3042 300.7222
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499.6179 298.4723 499.2708 298.3856 498.837 298.3856 c 498.651 298.3856 498.4651
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299.1913 499.6675 299.3587 c 499.6675 299.5074 499.6117 299.6252 499.5126
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299.0302 c 501.7686 299.4826 501.8368 299.9413 501.8368 300.4123 c 501.8368
300.8772 501.7686 301.3358 501.6385 301.7883 c 501.5021 302.2408 501.3038
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299.8173 c 476.5311 300.121 476.562 300.4309 476.624 300.7408 c 476.8596 301.8937
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289.5781 488.3992 289.5781 c 488.8392 289.5781 489.1925 289.7392 489.4528
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289.5471 499.3142 289.5904 499.4568 289.6772 c 499.5931 289.764 499.6675 289.8942
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423.9068 c 437.9154 423.9068 438.1323 423.9997 438.2935 424.1857 c 438.4546
424.3716 438.5352 424.6319 438.5352 424.9604 c 438.5352 425.2827 438.4546
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397.2859 c 410.669 397.4099 410.4335 397.4719 410.1298 397.4719 c 409.9625
397.4719 409.7827 397.4533 409.5906 397.4161 c 409.3984 397.3789 409.1877
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397.5648 c 413.3652 397.8438 413.7309 397.9863 414.1896 397.9863 c 414.7102
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393.3067 c 419.6625 393.3067 419.2782 393.5051 419.0117 393.9018 c 418.7452
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397.2568 405.9075 397.3932 406.0934 397.4676 406.2484 c 397.542 406.3971 397.5853
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407.2835 c 397.1639 407.4322 396.9469 407.5128 396.6742 407.5128 c 396.4821
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406.2112 c 398.0254 406.0438 397.9014 405.8455 397.7155 405.6224 c 397.6659
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363.779 c 395.4408 364.1757 395.3106 364.7583 395.3106 365.5207 c 395.3106
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366.5371 c 403.4983 366.7727 403.4116 366.971 403.2442 367.1198 c 403.0769
367.2685 402.8599 367.3491 402.5872 367.3491 c 402.3951 367.3491 402.1905
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402.1967 367.8387 402.3951 367.8635 402.5748 367.8635 c 403.0397 367.8635
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366.2396 437.2708 366.252 437.3576 366.252 c 437.8596 366.252 438.2563 366.1095
438.5538 365.8368 c 438.8513 365.5578 439.0001 365.186 439.0001 364.7149 c
439.0001 364.2253 438.8451 363.8472 438.5414 363.5807 c 438.2377 363.3141
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365.6818 c 436.6014 365.6446 436.4341 365.5888 436.2667 365.5145 c 436.2667
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431.0851 344.6641 c 431.4818 345.0669 431.7359 345.3273 431.8413 345.445 c
432.0396 345.6619 432.176 345.8479 432.2503 346.0028 c 432.3247 346.1516 432.3681
346.3066 432.3681 346.4553 c 432.3681 346.6908 432.2813 346.8892 432.114 347.0379
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430.1678 346.8644 c 430.1678 347.4842 l 430.4157 347.5834 430.645 347.6577
430.8558 347.7073 c 431.0665 347.7569 431.2649 347.7817 431.4446 347.7817
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345.9657 c 432.8082 345.7983 432.6842 345.6 432.4983 345.3768 c 432.4487 345.3149
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438.5538 345.7549 c 438.8513 345.476 439.0001 345.1041 439.0001 344.6331 c
439.0001 344.1434 438.8451 343.7653 438.5414 343.4988 c 438.2377 343.2323
437.81 343.1021 437.2646 343.1021 c 437.0725 343.1021 436.8803 343.1207 436.682
343.1455 c 436.4837 343.1765 436.2853 343.2199 436.0746 343.2881 c 436.0746
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343.629 437.0353 343.6104 437.2522 343.6104 c 437.5993 343.6104 437.8782 343.6972
438.0828 343.8831 c 438.2811 344.069 438.3865 344.317 438.3865 344.6331 c
438.3865 344.943 438.2811 345.1909 438.0828 345.3768 c 437.8782 345.5628 437.5993
345.6557 437.2522 345.6557 c 437.0911 345.6557 436.9237 345.6372 436.7626
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445.6688 373.9563 c 445.8671 374.105 445.9725 374.3282 445.9725 374.6195 c
445.9725 374.8798 445.8795 375.0905 445.6935 375.2393 c 445.5076 375.388 445.2473
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375.7475 c 448.2348 375.9211 448.3835 376.0574 448.5633 376.1504 c 448.743
376.2434 448.9414 376.293 449.1583 376.293 c 449.6107 376.293 449.9702 376.1504
450.2306 375.8777 c 450.4909 375.605 450.6272 375.2269 450.6272 374.7558 c
450.6272 374.291 450.4847 373.9191 450.212 373.6402 c 449.9392 373.3613 449.5736
373.2249 449.1211 373.2249 c 448.6005 373.2249 448.1976 373.4232 447.9249
373.8199 c 447.6459 374.2166 447.5096 374.7992 447.5096 375.5616 c 447.5096
376.2744 447.6769 376.8446 448.0178 377.2661 c 448.3525 377.6875 448.8112
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376.1504 455.9452 375.8777 c 456.2427 375.5988 456.3915 375.2269 456.3915
374.7558 c 456.3915 374.2662 456.2365 373.8881 455.9328 373.6216 c 455.6291
373.3551 455.2014 373.2249 454.656 373.2249 c 454.4639 373.2249 454.2717 373.2435
454.0734 373.2683 c 453.875 373.2993 453.6767 373.3427 453.466 373.4108 c
453.466 374.0245 l 453.6457 373.9253 453.8317 373.8509 454.03 373.8013 c 454.2221
373.7517 454.4267 373.7331 454.6436 373.7331 c 454.9907 373.7331 455.2696
373.8199 455.4741 374.0059 c 455.6725 374.1918 455.7779 374.4397 455.7779
374.7558 c 455.7779 375.0657 455.6725 375.3137 455.4741 375.4996 c 455.2696
375.6855 454.9907 375.7785 454.6436 375.7785 c 454.4825 375.7785 454.3151
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(maximize) -249 (the) -250 (surplus) -250 (the) 15 (y) -249 (jointly) -250
(get.) -310 (In) -249 (the) -250 (multi-tar) 18 (get) ] TJ ET BT 10.16185 0 0 9.9626 50.112 470.878
Tm /Ty2 1 Tf [ (adv) 15 (ersarial) -351 (training,) -376 (we) -351 (vie) 25
(w) -351 (each) -350 (party) -351 (as) -350 (an) -351 (adv) 15 (ersary) 64
(,) ] TJ ET BT 9.862974 0 0 9.9626 50.112 458.922 Tm /Ty2 1 Tf [ (and) -252
(the) 15 (y) -252 (ne) 15 (gotiate) -252 (to) -251 (reach) -252 (an) -252
(agreed) -252 (gradient) -252 (direction) -252 (that) ] TJ ET BT 9.9626 0 0 9.9626 50.112 446.967
Tm /Ty2 1 Tf [ (maximizes) -250 (the) -250 (o) 15 (v) 15 (erall) -250 (rob)
20 (ustness.) ] TJ ET BT 10.16185 0 0 9.9626 62.067 434.956 Tm /Ty2 1 Tf [
(Inspired) -379 (by) -379 (the) -379 (bar) 17 (g) 5 (aining) -379 (g) 5 (ame)
-379 (modelling) -379 (for) -379 (multi-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 423.001
Tm /Ty2 1 Tf [ (tar) 18 (get) -249 (adv) 15 (ersarial) -249 (training,) -249
(we) -249 -250 (analyze) -249 (the) -249 (con) 40 (v) 15 (er) 18 (gence)
] TJ ET BT 10.16185 0 0 9.9626 50.112 411.045 Tm /Ty2 1 Tf [ (property) -313
(of) -313 (e) 15 (xisting) -313 (methods,) ] TJ ET BT 10.16185 0 0 9.9626 174.912 411.045
Tm /Ty4 1 Tf (i.e) Tj ET BT 10.16185 0 0 9.9626 184.79 411.045 Tm /Ty2 1 Tf
[ (.,) -330 (MAX) -313 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 10.16185 0 0 9.9626 223.4965 411.045
Tm /Ty2 1 Tf (41) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 233.6583 411.045
Tm /Ty2 1 Tf [ (],) -330 (MSD) -313 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 10.16185 0 0 9.9626 271.5214 411.045
Tm /Ty2 1 Tf (26) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 281.6833 411.045
Tm /Ty2 1 Tf (],) Tj ET BT 10.16185 0 0 9.9626 50.112 399.09 Tm /Ty2 1 Tf
[ (and) -284 (A) 133 (V) 14 (G) -283 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 10.16185 0 0 9.9626 94.44816 399.09
Tm /Ty2 1 Tf (41) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 104.61 399.09
Tm /Ty2 1 Tf [ (],) -293 (and) -284 (identify) -284 (a) -283 (phenomenon)
-284 (namely) -283 (player) ] TJ ET BT 10.16185 0 0 9.9626 50.112 387.135
Tm /Ty2 1 Tf [ (domination.) -619 (S) 1 (pecically) 63 (,) -376 (it) -350
(refers) -350 (to) -350 (the) -350 (case) -350 (where) -350 (one) ] TJ ET
BT 10.16185 0 0 9.9626 50.112 375.18 Tm /Ty2 1 Tf [ (player) -334 (domi) 1
(nates) -334 (the) -334 (bar) 18 (g) 5 (aining) -333 (g) 4 (ame) -333 (at)
-334 (an) 15 (y) -333 (time) ] TJ ET BT 9.9626 0 0 9.9626 261.936 375.18 Tm
/Ty5 1 Tf (t) Tj ET BT 10.16185 0 0 9.9626 265.534 375.18 Tm /Ty2 1 Tf [ (,)
-356 (and) ] TJ ET BT 10.122 0 0 9.9626 50.112 363.225 Tm /Ty2 1 Tf [ (the)
-245 (gradient) -246 (a) 1 (t) -246 (an) 15 (y) -245 (time) ] TJ ET BT 9.9626 0 0 9.9626 147.835 363.225
Tm /Ty5 1 Tf (t) Tj ET BT 10.122 0 0 9.9626 153.916 363.225 Tm /Ty2 1 Tf [
(is) -245 (the) -245 (same) -246 (as) -245 (this) -245 (player) 54 (s) -245
(gradi-) ] TJ ET BT 10.06223 0 0 9.9626 50.112 351.27 Tm /Ty2 1 Tf [ (ent.)
-307 (Furtherm) 1 (o) -1 (r) 1 (e,) -247 (we) -246 (notice) -247 (that) -246
(under) -247 (the) -246 (SVM) -246 (and) -247 (linear) ] TJ ET BT 9.942675 0 0 9.9626 50.112 339.314
Tm /Ty2 1 Tf [ (model) -251 (setups,) -251 (player) -251 (domination) -251
(al) 10 (w) 10 (ays) -250 (occurs) -251 (when) -251 (using) ] TJ ET BT 9.813161 0 0 9.9626 50.112 327.359
Tm /Ty2 1 Tf [ (MAX) -254 (and) -255 (MSD,) -254 (which) -255 (leads) -254
(to) -255 (non-con) 41 (v) 15 (er) 18 (gence.) -316 (Based) -255 (on) ] TJ
ET BT 9.862974 0 0 9.9626 50.112 315.404 Tm /Ty2 1 Tf [ (such) -252 (theoretical)
-252 (results,) -252 (we) -252 (propose) -252 (a) -252 (no) 15 (v) 16 (el)
-252 (mechanism) -252 (that) ] TJ ET BT 10.16185 0 0 9.9626 50.112 303.449
Tm /Ty2 1 Tf [ (adapti) 25 (v) 14 (ely) -316 (adjusts) -317 (the) -316 (b)
20 (udgets) -317 (of) -316 (adv) 14 (ersaries) -316 (to) -316 (a) 19 (v) 20
(oid) -317 (the) ] TJ ET BT 9.912787 0 0 9.9626 50.112 291.494 Tm /Ty2 1 Tf
[ (player) -252 (domination.) -315 (W) 80 (e) -252 (sho) 25 (w) -252 (that)
-253 (with) -252 (our) -252 (proposed) -253 (mecha-) ] TJ ET BT 10.07219 0 0 9.9626 50.112 279.539
Tm /Ty2 1 Tf [ (nism,) -248 (the) -247 (o) 15 (v) 14 (erall) -247 (rob) 20
(ust) -248 (accurac) 15 (y) -248 (of) -247 (MAX,) -248 (A) 134 (V) 15 (G)
-248 (and) -248 (MSD) ] TJ ET BT 9.872937 0 0 9.9626 50.112 267.583 Tm /Ty2
1 Tf [ (impro) 15 (v) 15 (es) -253 (on) -253 (three) -254 (representati) 26
(v) 15 (e) -253 (datasets.) -316 (W) 80 (e) -253 (also) -253 (illustrate)
] TJ ET BT 9.9626 0 0 9.9626 50.112 255.628 Tm /Ty2 1 Tf [ (the) -250 (performance)
-250 (impro) 15 (v) 15 (ement) -250 (on) -250 (CIF) 74 (AR-) ] TJ ET BT 9.9626 0 0 9.9626 217.304 255.628
Tm /Ty18 1 Tf (10) Tj ET BT 9.9626 0 0 9.9626 229.757 255.628 Tm /Ty2 1 Tf
[ (in) -250 (Figure) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 268.5016 255.628
Tm /Ty2 1 Tf (1) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 273.4829 255.628
Tm /Ty2 1 Tf (.) Tj ET BT 10.16185 0 0 9.9626 62.067 243.617 Tm /Ty2 1 Tf
[ (In) -250 (this) -251 (paper) 40 (,) -252 (we) -251 (present) -250 (the)
-250 -251 (theoretical) -250 (analysis) -250 (of) ] TJ ET BT 10.16185 0 0 9.9626 50.112 231.661
Tm /Ty2 1 Tf [ (the) -345 (con) 39 (v) 15 (er) 18 (gence) -345 (of) -345 (multi-tar)
18 (get) -345 (rob) 19 (ustness) -345 (on) -345 (three) -344 (algo-) ] TJ
ET BT 9.763348 0 0 9.9626 50.112 219.706 Tm /Ty2 1 Tf [ (rithms) -234 (under)
-234 (tw) 10 (o) -234 (models.) -309 (Building) -234 (on) -234 (our) -234
(theoretical) -234 (results,) ] TJ ET BT 10.16185 0 0 9.9626 49.753 207.751
Tm /Ty2 1 Tf [ (we) -364 (introduce) -364 (a) -364 (ne) 24 (w) -364 (method)
-364 (called) ] TJ ET BT 10.16185 0 0 9.9626 198.123 207.751 Tm /Ty1 1 Tf
[ (Adapti) 10 (v) 10 (eBudget) ] TJ ET BT 10.16185 0 0 9.9626 268.497 207.751
Tm /Ty2 1 Tf [ (,) -394 (de-) ] TJ ET BT 10.16185 0 0 9.9626 50.112 195.796
Tm /Ty2 1 Tf [ (signed) -280 (to) -279 (pre) 24 (v) 15 (ent) -279 (the) -280
(player) -280 (domination) -279 (phenomenon) -280 (that) ] TJ ET BT 10.16185 0 0 9.9626 50.112 183.841
Tm /Ty2 1 Tf [ (can) -294 (cause) -294 (MSD) -294 (and) -294 (MAX) -294 (to)
-294 (f) 10 (ail) -294 (to) -294 (con) 39 (v) 15 (er) 18 (ge.) -451 (Our)
-294 (e) 15 (xten-) ] TJ ET BT 9.952637 0 0 9.9626 50.112 171.886 Tm /Ty2
1 Tf [ (si) 25 (v) 15 (e) -251 (e) 15 (xperimental) -251 (results) -251 (demonstrate)
-251 (the) -251 (superiority) -251 (of) -251 (our) ] TJ ET BT 9.9626 0 0 9.9626 50.112 159.93
Tm /Ty2 1 Tf [ (approach) -250 (o) 15 (v) 15 (er) -250 (pre) 25 (vious) -250
(methods.) ] TJ ET BT 11.9552 0 0 11.9552 50.112 135.851 Tm /Ty1 1 Tf [ (2.)
-250 (Related) -250 (w) 10 (ork) ] TJ ET BT 10.16185 0 0 9.9626 62.067 116.866
Tm /Ty1 1 Tf [ (Adv) 10 (ersarial) -412 (T) 72 (raining) 15 (.) ] TJ ET BT
10.16185 0 0 9.9626 165.754 116.866 Tm /Ty2 1 Tf [ (Goodfello) 25 (w) ] TJ
ET BT 10.16185 0 0 9.9626 218.235 116.866 Tm /Ty4 1 Tf [ (et) -412 (al) ]
TJ ET BT 0.412 Tc 10.16185 0 0 9.9626 237.674 116.866 Tm /Ty2 1 Tf (.[) Tj
0 Tc ET /Cs1 cs 0 1 0 sc BT 10.16185 0 0 9.9626 247.785 116.866 Tm /Ty2 1
Tf (14) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 257.9469 116.866 Tm /Ty2
1 Tf [ (]) -412 (sho) 24 (w) ] TJ ET BT 10.16185 0 0 9.9626 50.112 104.91
Tm /Ty2 1 Tf [ (that) -334 (e) 24 (v) 15 (en) -335 (a) -334 (small) -334 (perturbation)
-335 (in) -334 (the) -334 (direction) -335 (of) -334 (the) -334 (gra-) ] TJ
ET BT 9.882899 0 0 9.9626 50.112 92.955 Tm /Ty2 1 Tf [ (dient) -252 (can)
-253 (fool) -252 (deep) -253 (learning) -252 (models) -253 (for) -252 (image)
-253 (classication) ] TJ ET BT 10.16185 0 0 9.9626 50.112 81 Tm /Ty2 1 Tf
[ (tasks.) -736 (This) -389 (is) -389 (later) -390 (e) 15 (xtended) -389 (to)
-389 (a) -389 (multi-step) -390 (at) 1 (tack) -390 ([) ] TJ ET /Cs1 cs 0 1
0 sc BT 10.16185 0 0 9.9626 272.8191 81 Tm /Ty2 1 Tf (22) Tj ET /Cs2 cs 0
sc BT 10.16185 0 0 9.9626 282.981 81 Tm /Ty2 1 Tf (]) Tj ET BT 10.00245 0 0 9.9626 308.862 710.037
Tm /Ty2 1 Tf [ (called) -249 (the) -250 (Basic) -249 (Iterati) 25 (v) 15 (e)
-250 (Method,) -249 (no) 25 (w) -249 (typically) -250 (referred) -249 (to)
] TJ ET BT 9.833086 0 0 9.9626 308.862 698.082 Tm /Ty2 1 Tf [ (as) -254 (the)
-254 (PGD) -254 (attack,) -254 (which) -254 (signicantly) -254 (impro) 16
(v) 15 (es) -254 (the) -254 (success) ] TJ ET BT 10.16185 0 0 9.9626 308.862 686.127
Tm /Ty2 1 Tf [ (rate) -291 (of) -291 (creating) -291 (adv) 15 (ersarial) -291
(e) 15 (xamples.) -441 (Since) -291 (then,) -302 (v) 24 (arious) ] TJ ET BT
10.16185 0 0 9.9626 308.613 674.172 Tm /Ty2 1 Tf [ (v) 25 (ariations) -259
(of) -258 (the) -258 (PGD) -258 (attack) -258 ([) ] TJ ET /Cs1 cs 0 1 0 sc
BT 10.16185 0 0 9.9626 430.413 674.172 Tm /Ty2 1 Tf (4) Tj ET /Cs2 cs 0 sc
BT 10.16185 0 0 9.9626 435.4939 674.172 Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0 1
0 sc BT 10.16185 0 0 9.9626 439.4164 674.172 Tm /Ty2 1 Tf (8) Tj ET /Cs2 cs
0 sc BT 10.16185 0 0 9.9626 444.4973 674.172 Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs
0 1 0 sc BT 10.16185 0 0 9.9626 448.4198 674.172 Tm /Ty2 1 Tf (24) Tj ET /Cs2
cs 0 sc BT 10.16185 0 0 9.9626 458.5816 674.172 Tm /Ty2 1 Tf [ (]) -258 (ha)
19 (v) 15 (e) -258 (been) -258 (proposed) ] TJ ET BT 10.16185 0 0 9.9626 308.862 662.217
Tm /Ty2 1 Tf [ (to) -315 (o) 15 (v) 14 (ercome) -315 (heuristic) -315 (defenses)
-315 (and) -315 (create) -315 (stronger) -315 (adv) 15 (er) 20 (-) ] TJ ET
BT 10.16185 0 0 9.9626 308.862 650.262 Tm /Ty2 1 Tf [ (saries.) -397 (T) 79
(o) -276 (defend) -276 (ag) 5 (ainst) -276 (these) -276 (attacks,) -284 (numerous)
-276 (defense) ] TJ ET BT 9.9626 0 0 9.9626 308.862 638.306 Tm /Ty2 1 Tf [
(methods) -249 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 9.9626 0 0 9.9626 348.4235 638.306
Tm /Ty2 1 Tf (19) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 358.3861 638.306
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0 1 0 sc BT 9.9626 0 0 9.9626 362.1719 638.306
Tm /Ty2 1 Tf (25) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 372.1345 638.306
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0 1 0 sc BT 9.9626 0 0 9.9626 375.9103 638.306
Tm /Ty2 1 Tf (30) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 385.8729 638.306
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0 1 0 sc BT 9.9626 0 0 9.9626 389.6487 638.306
Tm /Ty2 1 Tf (31) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 399.6113 638.306
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0 1 0 sc BT 9.9626 0 0 9.9626 403.3871 638.306
Tm /Ty2 1 Tf (37) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 413.3497 638.306
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0 1 0 sc BT 9.9626 0 0 9.9626 417.1256 638.306
Tm /Ty2 1 Tf (44) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 427.0882 638.306
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0 1 0 sc BT 9.9626 0 0 9.9626 430.864 638.306
Tm /Ty2 1 Tf (50) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 440.8266 638.306
Tm /Ty2 1 Tf Tj ET /Cs1 cs 0 1 0 sc BT 9.9626 0 0 9.9626 445.8079 638.306
Tm /Ty2 1 Tf (56) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 455.7705 638.306
Tm /Ty2 1 Tf [ (]) -250 (ha) 20 (v) 15 (e) -249 (been) -250 (de) 25 (v) 15
(eloped.) ] TJ ET BT 9.952637 0 0 9.9626 308.503 626.351 Tm /Ty2 1 Tf [ (Among)
-250 (these) -250 (methods,) -249 (the) -250 (most) -250 (successful) -250
(defense) -249 (method) ] TJ ET BT 10.16185 0 0 9.9626 308.862 614.396 Tm
/Ty2 1 Tf [ (is) -310 (adv) 15 (ersarial) -310 (training) -310 ([) ] TJ ET
/Cs1 cs 0 1 0 sc BT 10.16185 0 0 9.9626 404.5155 614.396 Tm /Ty2 1 Tf (25)
Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 414.6774 614.396 Tm /Ty2 1 Tf [
(],) -326 (which) -310 (formulates) -310 (the) -310 (defense) ] TJ ET BT 10.16185 0 0 9.9626 308.862 602.441
Tm /Ty2 1 Tf [ (problem) -350 (as) -351 (a) -350 (minimax) -350 (optimization)
-350 (problem) -351 (and) -350 (has) -350 (be-) ] TJ ET BT 10.01241 0 0 9.9626 308.862 590.486
Tm /Ty2 1 Tf [ (come) -249 (one) -250 (of) -249 (the) -249 (fe) 24 (w) -249
(adv) 15 (ersarial) -249 (defenses) -250 (that) -249 (is) -249 (still) -250
(rob) 20 (ust) ] TJ ET BT 10.10208 0 0 9.9626 308.862 578.531 Tm /Ty2 1 Tf
[ (ag) 5 (ainst) -246 (stronger) -246 (attacks) -246 ([) ] TJ ET /Cs1 cs 0
1 0 sc BT 10.10208 0 0 9.9626 409.408 578.531 Tm /Ty2 1 Tf (1) Tj ET /Cs2
cs 0 sc BT 10.10208 0 0 9.9626 414.459 578.531 Tm /Ty2 1 Tf (,) Tj ET /Cs1
cs 0 1 0 sc BT 10.10208 0 0 9.9626 418.2675 578.531 Tm /Ty2 1 Tf (5) Tj ET
/Cs2 cs 0 sc BT 10.10208 0 0 9.9626 423.3185 578.531 Tm /Ty2 1 Tf (,) Tj ET
/Cs1 cs 0 1 0 sc BT 10.10208 0 0 9.9626 427.127 578.531 Tm /Ty2 1 Tf (27)
Tj ET /Cs2 cs 0 sc BT 10.10208 0 0 9.9626 437.2291 578.531 Tm /Ty2 1 Tf [
(].) -306 (As) -246 (a) -246 (result,) -246 (empirical) -246 (ro-) ] TJ ET
BT 9.9626 0 0 9.9626 308.862 566.575 Tm /Ty2 1 Tf [ (b) 20 (ustness) -249
([) ] TJ ET /Cs1 cs 0 1 0 sc BT 9.9626 0 0 9.9626 348.2242 566.575 Tm /Ty2
1 Tf (13) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 358.1868 566.575 Tm /Ty2
1 Tf (,) Tj ET /Cs1 cs 0 1 0 sc BT 9.9626 0 0 9.9626 361.9627 566.575 Tm /Ty2
1 Tf (28) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 371.9253 566.575 Tm /Ty2
1 Tf (,) Tj ET /Cs1 cs 0 1 0 sc BT 9.9626 0 0 9.9626 375.7011 566.575 Tm /Ty2
1 Tf (29) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 385.6637 566.575 Tm /Ty2
1 Tf (,) Tj ET /Cs1 cs 0 1 0 sc BT 9.9626 0 0 9.9626 389.4395 566.575 Tm /Ty2
1 Tf (46) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 399.4021 566.575 Tm /Ty2
1 Tf (,) Tj ET /Cs1 cs 0 1 0 sc BT 9.9626 0 0 9.9626 403.1779 566.575 Tm /Ty2
1 Tf (57) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 413.1405 566.575 Tm /Ty2
1 Tf [ (]) -249 (has) -249 (been) -249 (signicantly) -250 (adv) 25 (anced)
] TJ ET BT 9.9626 0 0 9.9626 308.862 554.62 Tm /Ty2 1 Tf [ (o) 15 (v) 15 (er)
-250 (the) -250 (past) -250 (fe) 25 (w) -250 (decades.) ] TJ ET BT 9.892862 0 0 9.9626 320.817 542.384
Tm /Ty1 1 Tf [ (Multi-tar) 10 (get) -249 (Adv) 10 (ersarial) -249 (T) 75 (raining)
15 (.) ] TJ ET BT 9.892862 0 0 9.9626 469.799 542.384 Tm /Ty2 1 Tf [ (Rob)
20 (ustness) -249 (ag) 5 (ainst) ] TJ ET BT 10.16185 0 0 9.9626 308.862 530.429
Tm /Ty2 1 Tf [ (multiple) -274 (types) -274 (of) -273 (attacks) -274 (simultaneously)
-274 (is) -274 (closely) -274 (related) ] TJ ET BT 10.16185 0 0 9.9626 308.862 518.474
Tm /Ty2 1 Tf [ (to) -277 (our) -277 (w) 10 (ork.) -400 (Schott) -277 (et)
-277 (al.) -277 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 10.16185 0 0 9.9626 418.3458 518.474
Tm /Ty2 1 Tf (35) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 428.5076 518.474
Tm /Ty2 1 Tf [ (]) -277 (use) -277 (multiple) -277 (v) 25 (ariational) -277
(au-) ] TJ ET BT 10.16185 0 0 9.9626 308.862 506.519 Tm /Ty2 1 Tf [ (toencoders)
-256 (to) -255 (construct) -256 (an) -255 (architecture) -256 (called) -255
(analysis) -256 (by) ] TJ ET BT 9.763348 0 0 9.9626 308.862 494.564 Tm /Ty2
1 Tf [ (synthesis) -213 (for) -212 (the) -213 (MNIST) -213 (dataset.) -302
(Their) -212 (e) 15 (xperimental) -213 (results) ] TJ ET BT 10.16185 0 0 9.9626 308.862 482.609
Tm /Ty2 1 Tf [ (sho) 25 (w) -313 (that) -313 (e) 25 (v) 14 (en) -312 (for)
-313 (MNIST) 73 (,) -313 (it) -313 (is) -312 (dif) 24 1 (cult) -313 (to)
-312 (train) -313 (a) -313 (model) ] TJ ET BT 10.14193 0 0 9.9626 308.862 470.653
Tm /Ty2 1 Tf [ (that) -245 (is) -245 (rob) 20 (ust) -245 (to) -245 (three)
-245 (dif) 25 (ferent) -245 (adv) 15 (ersaries.) -305 (F) 15 (ollo) 25 (wing)
-245 (that,) ] TJ ET BT 10.16185 0 0 9.9626 308.553 458.698 Tm /Ty2 1 Tf [
(T) 34 (ramer) -262 (and) -262 (Boneh) -262 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT
10.16185 0 0 9.9626 390.6912 458.698 Tm /Ty2 1 Tf (41) Tj ET /Cs2 cs 0 sc
BT 10.16185 0 0 9.9626 400.8531 458.698 Tm /Ty2 1 Tf [ (]) -262 (in) 40 (v)
14 (estig) 5 (ate) -262 (the) -262 (theoretical) -262 (and) -262 (em-) ] TJ
ET BT 10.06223 0 0 9.9626 308.862 446.743 Tm /Ty2 1 Tf [ (pirical) -248 (trade-of)
25 (fs) -248 (of) -249 (adv) 15 (ersarial) -248 (rob) 20 (ustness) -249 (when)
-248 (defending) ] TJ ET BT 10.16185 0 0 9.9626 308.862 434.788 Tm /Ty2 1
Tf [ (ag) 5 (ainst) -261 (aggre) 15 (g) 5 (ations) -261 (of) -260 (multiple)
-261 (adv) 15 (ersaries.) -350 (Their) -261 (results) ] TJ ET BT 10.122 0 0 9.9626 308.862 422.833
Tm /Ty2 1 Tf [ (sho) 25 (w) -247 (that) -247 (a) -246 (model) -247 (that)
-246 (is) -247 (rob) 20 (ust) -247 (to) -246 (the) ] TJ ET BT 9.9626 0 0 9.9626 464.709 422.833
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 468.86 421.338 Tm /Ty8 1 Tf (!)
Tj ET BT 10.122 0 0 9.9626 479.797 422.833 Tm /Ty2 1 Tf [ (adv) 15 (ersary)
-247 (might) ] TJ ET BT 9.763348 0 0 9.9626 308.862 410.878 Tm /Ty2 1 Tf [
(not) -254 (be) -253 (able) -254 (to) -254 (defend) -254 (ag) 5 (ainst) -253
(other) -254 (attacks,) -254 (such) -254 (as) ] TJ ET BT 9.9626 0 0 9.9626 509.016 410.878
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 513.167 409.383 Tm /Ty9 1 Tf (1)
Tj ET BT 9.763348 0 0 9.9626 520.114 410.878 Tm /Ty2 1 Tf (and) Tj ET BT 9.9626 0 0 9.9626 536.69 410.878
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 540.841 409.383 Tm /Ty9 1 Tf (2)
Tj ET BT 9.763348 0 0 9.9626 308.862 398.922 Tm /Ty2 1 Tf [ (attacks,) -246
(on) -245 (MNIST) 76 (.) -245 (T) 82 (o) -244 (alle) 25 (viate) -244 (this)
-245 (problem,) -246 (the) 15 (y) -244 (design) -245 (an) ] TJ ET BT 9.872937 0 0 9.9626 308.862 386.967
Tm /Ty2 1 Tf [ (augmentation-based) -250 (method) -251 (to) -251 (achie) 26
(v) 15 (e) ] TJ ET BT 9.9626 0 0 9.9626 465.326 386.967 Tm /Ty6 1 Tf (!) Tj
ET BT 6.9738 0 0 6.9738 469.478 385.473 Tm /Ty9 1 Tf (2) Tj ET BT 9.872937 0 0 9.9626 476.421 386.967
Tm /Ty2 1 Tf [ (rob) 20 (ustness.) -312 (Later) 40 (,) ] TJ ET BT 10.09211 0 0 9.9626 308.862 375.012
Tm /Ty2 1 Tf [ (Croce) -246 (and) -247 (Hein) -246 ([) ] TJ ET /Cs1 cs 0 1
0 sc BT 10.09211 0 0 9.9626 377.9728 375.012 Tm /Ty2 1 Tf (7) Tj ET /Cs2 cs
0 sc BT 10.09211 0 0 9.9626 383.0189 375.012 Tm /Ty2 1 Tf [ (]) -247 (propose)
-246 (a) -247 (pro) 15 (v) 25 (able) -247 (adv) 15 (ersarial) -246 (defense)
] TJ ET BT 10.16185 0 0 9.9626 308.862 363.057 Tm /Ty2 1 Tf [ (ag) 5 (ainst)
-311 (all) ] TJ ET BT 9.9626 0 0 9.9626 354.072 363.057 Tm /Ty6 1 Tf (!) Tj
ET BT 6.9738 0 0 6.9738 358.223 361.563 Tm /Ty15 1 Tf (p) Tj ET BT 10.16185 0 0 9.9626 365.983 363.057
Tm /Ty2 1 Tf [ (norms) -310 (for) ] TJ ET BT 9.9626 0 0 9.9626 409.546 363.057
Tm /Ty5 1 Tf (p) Tj ET BT 9.9626 0 0 9.9626 418.556 363.057 Tm /Ty17 1 Tf
(") Tj ET BT 9.9626 0 0 9.9626 430.302 363.057 Tm /Ty18 1 Tf (1) Tj ET BT
10.16185 0 0 9.9626 438.439 363.057 Tm /Ty2 1 Tf [ (using) -310 (re) 14 (gularization)
-310 (meth-) ] TJ ET BT 10.16185 0 0 9.9626 308.862 351.102 Tm /Ty2 1 Tf [
(ods.) -556 (From) -329 (a) -329 (greedy) -329 (search) -329 (perspecti) 24
(v) 15 (e,) -350 (Maini) -329 (et) -330 (al.) -329 ([) ] TJ ET /Cs1 cs 0 1
0 sc BT 10.16185 0 0 9.9626 531.5691 351.102 Tm /Ty2 1 Tf (26) Tj ET /Cs2
cs 0 sc BT 10.16185 0 0 9.9626 541.731 351.102 Tm /Ty2 1 Tf (]) Tj ET BT 10.11204 0 0 9.9626 308.862 339.147
Tm /Ty2 1 Tf [ (suggest) -245 (that) -246 (taking) -245 (the) -245 (w) 10
(orst-case) -246 (o) 15 (v) 15 (er) -246 (all) -245 (steepest) -245 (descent)
] TJ ET BT 9.992488 0 0 9.9626 308.862 327.191 Tm /Ty2 1 Tf [ (directions)
-249 (helps) -249 (achie) 25 (v) 14 (e) -249 (better) -249 (performance) -249
(than) -249 (MAX) -250 (and) ] TJ ET BT 10.16185 0 0 9.9626 308.503 315.236
Tm /Ty2 1 Tf [ (A) 132 (V) 15 (G) -249 (empirically) 64 (.) -317 (Recently)
64 (,) -251 (while) -249 (not) -249 (studied) -249 (as) -250 (a) -249 (defense)
] TJ ET BT 9.803198 0 0 9.9626 308.862 303.281 Tm /Ty2 1 Tf [ (method,) -253
(Kang) -253 (et) -253 (al.) -254 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 9.803198 0 0 9.9626 391.7578 303.281
Tm /Ty2 1 Tf (18) Tj ET /Cs2 cs 0 sc BT 9.803198 0 0 9.9626 401.561 303.281
Tm /Ty2 1 Tf [ (]) -253 (in) 41 (v) 15 (estig) 5 (ate) -253 (the) -253 (transferability)
-253 (of) -253 (ad-) ] TJ ET BT 9.763348 0 0 9.9626 308.613 291.326 Tm /Ty2
1 Tf [ (v) 15 (ersarial) -225 (rob) 21 (ustness) -225 (between) -225 (models)
-225 (trained) -225 (ag) 5 (ainst) -225 (dif) 25 (ferent) ] TJ ET BT 9.9626 0 0 9.9626 308.862 279.371
Tm /Ty2 1 Tf [ (perturbation) -250 (models.) ] TJ ET BT 11.9552 0 0 11.9552 308.862 254.619
Tm /Ty1 1 Tf [ (3.) -250 (Pr) 18 (eliminaries) ] TJ ET BT 10.9589 0 0 10.9589 308.862 235.409
Tm /Ty1 1 Tf [ (3.1.) -250 (Pr) 18 (oblem) -250 (f) 25 (ormulation) ] TJ ET
BT 10.16185 0 0 9.9626 320.817 217.196 Tm /Ty2 1 Tf [ (The) -291 (goal) -292
(of) -291 (multi-tar) 18 (get) -292 (adv) 15 (ersarial) -291 (training) -292
(is) -291 (to) -291 (learn) ] TJ ET BT 10.16185 0 0 9.9626 308.862 205.241
Tm /Ty2 1 Tf [ (a) -281 (function) ] TJ ET BT 9.9626 0 0 9.9626 352.959 205.241
Tm /Ty5 1 Tf (f) Tj ET BT 6.9738 0 0 6.9738 357.837 203.746 Tm /Ty19 1 Tf
(w) Tj ET BT 9.9626 0 0 9.9626 368.402 205.241 Tm /Ty18 1 Tf (:) Tj ET BT
9.9626 0 0 9.9626 374.617 205.241 Tm /Ty16 1 Tf [ (X) -492.3 ] TJ /Ty17 1
Tf [ (#) -347 ] TJ /Ty16 1 Tf ({) Tj /Ty17 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 412.77 205.241
Tm /Ty18 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 417.751 205.241 Tm /Ty5 1 Tf
(,) Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 422.179 205.241 Tm /Ty18 1 Tf (+1)
Tj 0 Tc ET BT 9.9626 0 0 9.9626 434.909 205.241 Tm /Ty16 1 Tf (}) Tj ET BT
10.16185 0 0 9.9626 442.749 205.241 Tm /Ty2 1 Tf [ (that) -281 (is) -281 (rob)
19 (ust) -281 (to) -281 (adv) 14 (ersar) 20 (-) ] TJ ET BT 10.08215 0 0 9.9626 308.862 193.286
Tm /Ty2 1 Tf [ (ial) -246 (e) 15 (xamples) -246 (generated) -245 (by) -246
(multiple) -246 (adv) 15 (ersaries) ] TJ ET /Cs1 cs 1 0 0 sc BT 6.9738 0 0 6.9738 497.348 196.901
Tm /Ty2 1 Tf (1) Tj ET /Cs2 cs 0 sc BT 10.08215 0 0 9.9626 501.333 193.286
Tm /Ty2 1 Tf [ (,) -246 (where) ] TJ ET BT 9.9626 0 0 9.9626 533.442 193.286
Tm /Ty5 1 Tf (f) Tj ET BT 6.9738 0 0 6.9738 538.32 191.791 Tm /Ty19 1 Tf (w)
Tj ET BT 10.16185 0 0 9.9626 308.862 181.33 Tm /Ty2 1 Tf [ (is) -272 (parameterized)
-272 (by) ] TJ ET BT 9.9626 0 0 9.9626 391.65 181.33 Tm /Ty20 1 Tf (w) Tj
ET BT 10.16185 0 0 9.9626 400.084 181.33 Tm /Ty2 1 Tf [ (.) -385 (The) -272
(multi-tar) 18 (get) -272 (rob) 20 (ust) -272 (loss) -272 (of) ] TJ ET BT
9.9626 0 0 9.9626 533.442 181.33 Tm /Ty5 1 Tf (f) Tj ET BT 6.9738 0 0 6.9738 538.32 179.836
Tm /Ty19 1 Tf (w) Tj ET BT 10.16185 0 0 9.9626 308.862 169.375 Tm /Ty2 1 Tf
[ (is) -275 (dened) -275 (as) ] TJ ET BT 9.9626 0 0 9.9626 362.4 169.375
Tm /Ty21 1 Tf (E) Tj ET BT 6.9738 0 0 6.9738 369.042 167.576 Tm /Ty9 1 Tf
(\() Tj ET BT 6.9738 0 0 6.9738 372.155 167.576 Tm /Ty19 1 Tf (x) Tj ET BT
0.0003 Tc 6.9738 0 0 6.9738 376.916 167.576 Tm /Ty15 1 Tf (,y) Tj 0 Tc ET
BT 6.9738 0 0 6.9738 383.573 167.576 Tm /Ty9 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 387.184 169.375
Tm /Ty18 1 Tf [ ([) -0.8 (m) -0.3 (ax) ] TJ ET BT 6.9738 0 0 6.9738 408.493 167.881
Tm /Ty23 1 Tf (!) Tj ET BT 0.0008 Tc 6.9738 0 0 6.9738 412.875 167.881 Tm
/Ty8 1 Tf (") Tj /Ty7 1 Tf (B) Tj 0 Tc ET BT 9.9626 0 0 9.9626 425.828 169.375
Tm /Ty6 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 429.979 169.375 Tm /Ty18 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 433.853 169.375 Tm /Ty5 1 Tf (f) Tj ET BT
6.9738 0 0 6.9738 438.731 167.881 Tm /Ty19 1 Tf (w) Tj ET BT 9.9626 0 0 9.9626 445.848 169.375
Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 449.722 169.375 Tm /Ty20 1 Tf
(x) Tj ET BT 9.9626 0 0 9.9626 458.207 169.375 Tm /Ty18 1 Tf (+) Tj ET BT
9.9626 0 0 9.9626 468.393 169.375 Tm /Ty25 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 473.976 169.375
Tm /Ty18 1 Tf (\)) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 477.851 169.375 Tm
/Ty5 1 Tf (,y) Tj 0 Tc ET BT 0.0009 Tc 9.9626 0 0 9.9626 487.52 169.375 Tm
/Ty18 1 Tf (\)]) Tj 0 Tc ET BT 10.16185 0 0 9.9626 494.162 169.375 Tm /Ty2
1 Tf [ (,) -282 (where) ] TJ ET BT 9.9626 0 0 9.9626 527.19 169.375 Tm /Ty16
1 Tf (B) Tj ET BT 9.9626 0 0 9.9626 537.363 169.375 Tm /Ty18 1 Tf (=) Tj ET
BT 9.9626 0 0 9.9626 308.862 157.42 Tm /Ty16 1 Tf (B) Tj ET BT 6.9738 0 0 6.9738 315.405 155.926
Tm /Ty9 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 319.875 157.42 Tm /Ty18 1 Tf (\()
Tj ET BT 9.9626 0 0 9.9626 323.749 157.42 Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 327.793 155.926
Tm /Ty9 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 332.262 157.42 Tm /Ty18 1 Tf (\))
Tj ET BT 9.9626 0 0 9.9626 337.797 164.892 Tm /Ty27 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 347.76 157.42
Tm /Ty16 1 Tf (B) Tj ET BT 6.9738 0 0 6.9738 354.303 155.926 Tm /Ty9 1 Tf
(2) Tj ET BT 9.9626 0 0 9.9626 358.773 157.42 Tm /Ty18 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 362.647 157.42 Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 366.691 155.926
Tm /Ty9 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 371.16 157.42 Tm /Ty18 1 Tf (\))
Tj ET BT 9.9626 0 0 9.9626 376.695 164.892 Tm /Ty27 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 386.658 157.42
Tm /Ty16 1 Tf (B) Tj ET BT 6.9738 0 0 6.9738 393.201 155.926 Tm /Ty8 1 Tf
(!) Tj ET BT 9.9626 0 0 9.9626 401.642 157.42 Tm /Ty18 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 405.516 157.42 Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 409.56 155.926
Tm /Ty8 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 418.001 157.42 Tm /Ty18 1 Tf (\))
Tj ET BT 10.16185 0 0 9.9626 421.875 157.42 Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 426.994 157.42
Tm /Ty16 1 Tf (B) Tj ET BT 6.9738 0 0 6.9738 433.537 155.926 Tm /Ty15 1 Tf
(p) Tj ET BT 9.9626 0 0 9.9626 438.142 157.42 Tm /Ty18 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 442.016 157.42 Tm /Ty6 1 Tf (") Tj ET BT 0.2919 Tc 9.9626 0 0 9.9626 446.06 157.42
Tm /Ty18 1 Tf (\)=) Tj 0 Tc ET BT 9.9626 0 0 9.9626 463.477 157.42 Tm /Ty16
1 Tf ({) Tj ET BT 9.9626 0 0 9.9626 468.458 157.42 Tm /Ty25 1 Tf (!) Tj ET
BT 9.9626 0 0 9.9626 476.938 157.42 Tm /Ty18 1 Tf (:) Tj ET BT 9.9626 0 0 9.9626 482.602 157.42
Tm /Ty17 1 Tf (%) Tj ET BT 9.9626 0 0 9.9626 487.583 157.42 Tm /Ty25 1 Tf
(!) Tj ET BT 9.9626 0 0 9.9626 493.166 157.42 Tm /Ty17 1 Tf (%) Tj ET BT 6.9738 0 0 6.9738 498.148 155.926
Tm /Ty15 1 Tf (p) Tj ET BT 9.9626 0 0 9.9626 505.649 157.42 Tm /Ty17 1 Tf
(&) Tj ET BT 9.9626 0 0 9.9626 516.295 157.42 Tm /Ty6 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 520.339 157.42
Tm /Ty16 1 Tf (}) Tj ET BT 10.16185 0 0 9.9626 525.32 157.42 Tm /Ty2 1 Tf
[ (,) -254 (and) ] TJ ET BT 9.9626 0 0 9.9626 308.862 145.465 Tm /Ty25 1 Tf
(!) Tj ET BT 9.833086 0 0 9.9626 316.939 145.465 Tm /Ty2 1 Tf [ (is) -254
(the) -253 (perturbation.) -315 (In) -254 (deep) -254 (learning) -253 (scenarios,)
-254 (adv) 15 (ersarial) ] TJ ET BT 10.16185 0 0 9.9626 308.862 133.51 Tm
/Ty2 1 Tf [ (training) -271 (\(A) 109 (T\)) -271 ([) ] TJ ET /Cs1 cs 0 1 0
sc BT 10.16185 0 0 9.9626 368.573 133.51 Tm /Ty2 1 Tf (25) Tj ET /Cs2 cs 0
sc BT 10.16185 0 0 9.9626 378.7349 133.51 Tm /Ty2 1 Tf [ (]) -271 (is) -272
(frequentl) 1 (y) -272 (used) -271 (to) -271 (train) -271 (a) -271 (rob) 20
(ust) -271 (clas-) ] TJ ET BT 10.16185 0 0 9.9626 308.862 121.555 Tm /Ty2
1 Tf [ (sier) 54 (.) -307 (Pre) 25 (vious) -247 (multi-t) 1 (ar) 17 (get)
-246 (adv) 15 (ersarial) -246 (training) -246 (w) 9 (ork,) ] TJ ET BT 10.16185 0 0 9.9626 529.292 121.555
Tm /Ty4 1 Tf [ (e) 15 (.g) ] TJ ET BT 10.16185 0 0 9.9626 541.276 121.555
Tm /Ty2 1 Tf (.,) Tj ET BT 9.813161 0 0 9.9626 308.862 109.599 Tm /Ty2 1 Tf
[ (MSD) -255 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 9.813161 0 0 9.9626 335.8973 109.599
Tm /Ty2 1 Tf (26) Tj ET /Cs2 cs 0 sc BT 9.813161 0 0 9.9626 345.7104 109.599
Tm /Ty2 1 Tf [ (],) -255 (MAX) -255 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 9.813161 0 0 9.9626 382.5981 109.599
Tm /Ty2 1 Tf (41) Tj ET /Cs2 cs 0 sc BT 9.813161 0 0 9.9626 392.4113 109.599
Tm /Ty2 1 Tf [ (],) -255 (and) -254 (A) 137 (V) 15 (G) -255 ([) ] TJ ET /Cs1
cs 0 1 0 sc BT 9.813161 0 0 9.9626 442.8313 109.599 Tm /Ty2 1 Tf (41) Tj ET
/Cs2 cs 0 sc BT 9.813161 0 0 9.9626 452.6444 109.599 Tm /Ty2 1 Tf [ (],) -255
(emplo) 10 (y) -254 (the) -255 (follo) 25 (wing) ] TJ ET 0.398 w q 1 0 0 1 308.862 100.143
cm 0 0 m 94.499 0 l S Q BT 5.9776 0 0 5.9776 319.721 93.277 Tm /Ty2 1 Tf (1)
Tj ET BT 7.858519 0 0 7.9701 323.208 90.465 Tm /Ty2 1 Tf [ (In) -253 (our)
-253 (paper) 40 (,) -253 (we) -253 (analyze) -253 (the) -254 (case) -253 (where)
-253 (three) -253 (adv) 15 (ersaries) -253 (are) -253 (in) 40 (v) 21 (olv)
15 (ed,) ] TJ ET BT 7.9701 0 0 7.9701 308.862 81 Tm /Ty4 1 Tf (i.e) Tj ET
BT 7.9701 0 0 7.9701 316.609 81 Tm /Ty2 1 Tf (.,) Tj ET BT 7.9701 0 0 7.9701 322.586 81
Tm /Ty29 1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 326.046 79.893 Tm /Ty12 1 Tf
(1) Tj ET BT 7.9701 0 0 7.9701 330.197 81 Tm /Ty2 1 Tf (,) Tj ET BT 7.9701 0 0 7.9701 334.182 81
Tm /Ty29 1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 337.641 79.893 Tm /Ty12 1 Tf
(2) Tj ET BT 7.9701 0 0 7.9701 343.785 81 Tm /Ty2 1 Tf (and) Tj ET BT 7.9701 0 0 7.9701 357.286 81
Tm /Ty29 1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 360.745 80.004 Tm /Ty14 1 Tf
(!) Tj ET BT 7.9701 0 0 7.9701 368.549 81 Tm /Ty2 1 Tf (.) Tj ET Q
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(A) 135 (V) 15 (G) -250 (and) -250 (MSD) -250 (algorithms) ] TJ ET 0.398 w
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(,) Tj ET BT 9.9626 0 0 9.9626 205.467 667.94 Tm /Ty17 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 211.002 667.94 Tm /Ty5 1 Tf (p) Tj ET BT 0.2787 Tc 9.9626 0 0 9.9626 218.782 667.94
Tm /Ty17 1 Tf (\)) Tj /Ty16 1 Tf ({) Tj 0 Tc ET BT 9.9626 0 0 9.9626 233.172 667.94
Tm /Ty18 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 238.154 667.94 Tm /Ty5 1 Tf (,)
Tj ET BT 9.9626 0 0 9.9626 242.581 667.94 Tm /Ty18 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 247.563 667.94
Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 251.991 667.94 Tm /Ty17 1 Tf (*)
Tj /Ty16 1 Tf (}) Tj ET BT 9.9626 0 0 9.9626 266.935 667.94 Tm /Ty2 1 Tf (;)
Tj ET BT 7.9701 0 0 7.9701 55.866 655.985 Tm /Ty2 1 Tf (3:) Tj ET BT 9.9626 0 0 9.9626 81.992 655.985
Tm /Ty1 1 Tf [ (Retur) 15 (n) ] TJ ET BT 9.9626 0 0 9.9626 114.769 655.985
Tm /Ty18 1 Tf [ (ar) -0.7 (gm) -0.3 (ax) ] TJ ET BT 6.9738 0 0 6.9738 147.176 653.55
Tm /Ty23 1 Tf (!) Tj ET BT 0.0008 Tc 6.9738 0 0 6.9738 151.557 653.55 Tm /Ty8
1 Tf (") Tj /Ty7 1 Tf ({) Tj 0 Tc ET BT 6.9738 0 0 6.9738 161.008 653.55 Tm
/Ty23 1 Tf (!) Tj ET BT 4.9813 0 0 4.9813 165.119 652.554 Tm /Ty30 1 Tf (1)
Tj ET BT 6.9738 0 0 6.9738 169.007 653.55 Tm /Ty15 1 Tf (,) Tj ET BT 6.9738 0 0 6.9738 171.373 653.55
Tm /Ty23 1 Tf (!) Tj ET BT 4.9813 0 0 4.9813 175.484 652.554 Tm /Ty30 1 Tf
(2) Tj ET BT 6.9738 0 0 6.9738 179.372 653.55 Tm /Ty15 1 Tf (,) Tj ET BT 6.9738 0 0 6.9738 181.738 653.55
Tm /Ty23 1 Tf (!) Tj ET BT 4.9813 0 0 4.9813 185.849 652.554 Tm /Ty32 1 Tf
(!) Tj ET BT 6.9738 0 0 6.9738 193.128 653.55 Tm /Ty7 1 Tf (}) Tj ET BT 9.9626 0 0 9.9626 199.368 655.985
Tm /Ty6 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 203.519 655.985 Tm /Ty18 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 207.394 655.985 Tm /Ty5 1 Tf (f) Tj ET BT
6.9738 0 0 6.9738 212.271 654.491 Tm /Ty19 1 Tf (w) Tj ET BT 9.9626 0 0 9.9626 219.388 655.985
Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 223.263 655.985 Tm /Ty20 1 Tf
(x) Tj ET BT 9.9626 0 0 9.9626 231.523 655.985 Tm /Ty18 1 Tf (+) Tj ET BT
9.9626 0 0 9.9626 241.486 655.985 Tm /Ty25 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 246.689 654.491
Tm /Ty15 1 Tf (p) Tj ET BT 9.9626 0 0 9.9626 251.294 655.985 Tm /Ty18 1 Tf
(\)) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 255.168 655.985 Tm /Ty5 1 Tf (,y)
Tj 0 Tc ET BT 9.9626 0 0 9.9626 264.838 655.985 Tm /Ty18 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 268.712 655.985 Tm /Ty2 1 Tf (.) Tj ET BT 7.9701 0 0 7.9701 55.866 639.851
Tm /Ty2 1 Tf (4:) Tj ET BT 7.9701 0 0 7.9701 55.866 627.896 Tm /Ty2 1 Tf (5:)
Tj ET BT -0.148 Tc 9.763348 0 0 9.9626 67.048 627.896 Tm /Ty1 1 Tf [ (AV)
-117 (G) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 86.999 627.896 Tm /Ty18 1 Tf (\()
Tj ET BT 9.9626 0 0 9.9626 90.873 627.896 Tm /Ty2 1 Tf [ (input) -250 (data)
] TJ ET BT 9.9626 0 0 9.9626 132.935 627.896 Tm /Ty20 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 138.982 627.896
Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 143.41 627.896 Tm /Ty2 1 Tf (steps)
Tj ET BT 0.0326 Tc 9.9626 0 0 9.9626 165.825 627.896 Tm /Ty5 1 Tf (k,) Tj
0 Tc ET BT 9.9626 0 0 9.9626 175.753 627.896 Tm /Ty2 1 Tf (stepsize) Tj ET
BT 0.0365 Tc 9.9626 0 0 9.9626 209.785 627.896 Tm /Ty6 1 Tf (#) Tj /Ty5 1
Tf (,) Tj 0 Tc ET BT 9.763348 0 0 9.9626 220.226 627.896 Tm /Ty2 1 Tf [ (perturbation)
-243 (b) 21 (ud-) ] TJ ET BT 9.9626 0 0 9.9626 67.048 615.941 Tm /Ty2 1 Tf
(gets) Tj ET BT 9.9626 0 0 9.9626 85.589 615.941 Tm /Ty18 1 Tf (\() Tj ET
BT 9.9626 0 0 9.9626 89.463 615.941 Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 93.507 614.447
Tm /Ty8 1 Tf (!) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 101.947 615.941 Tm /Ty5
1 Tf (,) Tj /Ty6 1 Tf (") Tj 0 Tc ET BT 6.9738 0 0 6.9738 110.419 614.447
Tm /Ty9 1 Tf (1) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 114.888 615.941 Tm /Ty5
1 Tf (,) Tj /Ty6 1 Tf (") Tj 0 Tc ET BT 6.9738 0 0 6.9738 123.36 614.447 Tm
/Ty9 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 127.829 615.941 Tm /Ty18 1 Tf (\))
Tj ET BT 9.9626 0 0 9.9626 131.704 615.941 Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 136.132 615.941
Tm /Ty2 1 Tf [ (loss) -250 (function) ] TJ ET BT 0.0007 Tc 9.9626 0 0 9.9626 189.82 615.941
Tm /Ty6 1 Tf (!) Tj /Ty5 1 Tf (,) Tj 0 Tc ET BT 9.9626 0 0 9.9626 198.399 615.941
Tm /Ty2 1 Tf (model) Tj ET BT 9.9626 0 0 9.9626 225.796 615.941 Tm /Ty5 1
Tf (f) Tj ET BT 6.9738 0 0 6.9738 230.673 614.447 Tm /Ty19 1 Tf (w) Tj ET
BT 9.9626 0 0 9.9626 237.79 615.941 Tm /Ty18 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 241.665 615.941
Tm /Ty2 1 Tf (:) Tj ET BT 7.9701 0 0 7.9701 55.866 601.495 Tm /Ty2 1 Tf (6:)
Tj ET BT 9.9626 0 0 9.9626 81.992 601.495 Tm /Ty1 1 Tf [ (Retur) 15 (n) ]
TJ ET BT 9.9626 0 0 9.9626 114.769 601.495 Tm /Ty16 1 Tf ({) Tj ET BT 0.0006
Tc 9.9626 0 0 9.9626 119.751 601.495 Tm /Ty18 1 Tf (PGD\() Tj 0 Tc ET BT 9.9626 0 0 9.9626 145.833 601.495
Tm /Ty20 1 Tf (x) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 151.88 601.495 Tm /Ty5
1 Tf [ (,k) 136 (,) ] TJ /Ty6 1 Tf [ (#) 131 ] TJ /Ty5 1 Tf [ (,) 1 ] TJ /Ty6
1 Tf (") Tj 0 Tc ET BT 6.9738 0 0 6.9738 180.012 600.001 Tm /Ty15 1 Tf (p)
Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 184.617 601.495 Tm /Ty5 1 Tf (,) Tj /Ty6
1 Tf [ (!) 167 ] TJ /Ty5 1 Tf [ (,) 1 (f) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 202.501 600.001
Tm /Ty19 1 Tf (w) Tj ET BT 9.9626 0 0 9.9626 209.618 601.495 Tm /Ty18 1 Tf
(\)) Tj ET BT 9.9626 0 0 9.9626 213.493 601.495 Tm /Ty16 1 Tf (}) Tj ET BT
6.9738 0 0 6.9738 218.474 599.696 Tm /Ty15 1 Tf (p) Tj ET BT 0.0008 Tc 6.9738 0 0 6.9738 222.581 599.696
Tm /Ty8 1 Tf (") Tj /Ty7 1 Tf ({) Tj 0 Tc ET BT 6.9738 0 0 6.9738 232.032 599.696
Tm /Ty9 1 Tf (1) Tj ET BT 6.9738 0 0 6.9738 236.003 599.696 Tm /Ty15 1 Tf
(,) Tj ET BT 6.9738 0 0 6.9738 238.369 599.696 Tm /Ty9 1 Tf (2) Tj ET BT 6.9738 0 0 6.9738 242.34 599.696
Tm /Ty15 1 Tf (,) Tj ET BT 0.0009 Tc 6.9738 0 0 6.9738 244.706 599.696 Tm
/Ty8 1 Tf (!) Tj /Ty7 1 Tf (}) Tj 0 Tc ET BT 9.9626 0 0 9.9626 257.229 601.495
Tm /Ty2 1 Tf (.) Tj ET BT 7.9701 0 0 7.9701 55.866 585.998 Tm /Ty2 1 Tf (7:)
Tj ET BT 7.9701 0 0 7.9701 55.866 574.043 Tm /Ty2 1 Tf (8:) Tj ET BT 10.16185 0 0 9.9626 67.048 574.043
Tm /Ty1 1 Tf (MSD) Tj ET BT 9.9626 0 0 9.9626 89.628 574.043 Tm /Ty18 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 93.502 574.043 Tm /Ty2 1 Tf [ (input) -250
(data) ] TJ ET BT 9.9626 0 0 9.9626 135.564 574.043 Tm /Ty20 1 Tf (x) Tj ET
BT 9.9626 0 0 9.9626 141.611 574.043 Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 146.039 574.043
Tm /Ty2 1 Tf (steps) Tj ET BT 0.0326 Tc 9.9626 0 0 9.9626 168.454 574.043
Tm /Ty5 1 Tf (k,) Tj 0 Tc ET BT 9.9626 0 0 9.9626 178.382 574.043 Tm /Ty2
1 Tf (stepsize) Tj ET BT 0.0365 Tc 9.9626 0 0 9.9626 212.414 574.043 Tm /Ty6
1 Tf (#) Tj /Ty5 1 Tf (,) Tj 0 Tc ET BT 10.16185 0 0 9.9626 236.691 574.043
Tm /Ty2 1 Tf (perturbation) Tj ET BT 9.9626 0 0 9.9626 67.048 562.087 Tm /Ty2
1 Tf [ (b) 20 (udgets) ] TJ ET BT 9.9626 0 0 9.9626 100.333 562.087 Tm /Ty18
1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 104.208 562.087 Tm /Ty6 1 Tf (") Tj ET
BT 6.9738 0 0 6.9738 108.252 560.593 Tm /Ty8 1 Tf (!) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 116.692 562.087
Tm /Ty5 1 Tf (,) Tj /Ty6 1 Tf (") Tj 0 Tc ET BT 6.9738 0 0 6.9738 125.164 560.593
Tm /Ty9 1 Tf (1) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 129.633 562.087 Tm /Ty5
1 Tf (,) Tj /Ty6 1 Tf (") Tj 0 Tc ET BT 6.9738 0 0 6.9738 138.105 560.593
Tm /Ty9 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 142.574 562.087 Tm /Ty18 1 Tf
(\)) Tj ET BT 9.9626 0 0 9.9626 146.449 562.087 Tm /Ty5 1 Tf (,) Tj ET BT
9.9626 0 0 9.9626 150.876 562.087 Tm /Ty2 1 Tf [ (loss) -250 (function) ]
TJ ET BT 0.0007 Tc 9.9626 0 0 9.9626 204.564 562.087 Tm /Ty6 1 Tf (!) Tj /Ty5
1 Tf (,) Tj 0 Tc ET BT 9.9626 0 0 9.9626 213.143 562.087 Tm /Ty2 1 Tf (model)
Tj ET BT 9.9626 0 0 9.9626 240.54 562.087 Tm /Ty5 1 Tf (f) Tj ET BT 6.9738 0 0 6.9738 245.418 560.593
Tm /Ty19 1 Tf (w) Tj ET BT 9.9626 0 0 9.9626 252.535 562.087 Tm /Ty18 1 Tf
(\)) Tj ET BT 9.9626 0 0 9.9626 256.409 562.087 Tm /Ty2 1 Tf (:) Tj ET BT
7.9701 0 0 7.9701 55.866 547.641 Tm /Ty2 1 Tf (9:) Tj ET BT 9.9626 0 0 9.9626 81.992 547.641
Tm /Ty25 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 87.575 551.257 Tm /Ty9 1 Tf (0)
Tj ET BT 9.9626 0 0 9.9626 94.812 547.641 Tm /Ty18 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 105.328 547.641
Tm /Ty20 1 Tf (0) Tj ET BT 9.9626 0 0 9.9626 111.057 547.641 Tm /Ty2 1 Tf
(;) Tj ET BT 7.9701 0 0 7.9701 51.881 535.686 Tm /Ty2 1 Tf (10:) Tj ET BT
9.9626 0 0 9.9626 81.992 535.686 Tm /Ty1 1 Tf [ (f) 25 (or) ] TJ ET BT 9.9626 0 0 9.9626 96.956 535.686
Tm /Ty5 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 103.156 535.686 Tm /Ty17 1 Tf
(\)) Tj ET BT 9.9626 0 0 9.9626 112.565 535.686 Tm /Ty18 1 Tf ([) Tj ET BT
9.9626 0 0 9.9626 115.332 535.686 Tm /Ty5 1 Tf (k) Tj ET BT 9.9626 0 0 9.9626 120.832 535.686
Tm /Ty18 1 Tf (]) Tj ET BT 9.9626 0 0 9.9626 126.09 535.686 Tm /Ty1 1 Tf (do)
Tj ET BT 7.9701 0 0 7.9701 51.881 523.731 Tm /Ty2 1 Tf (11:) Tj ET BT 9.9626 0 0 9.9626 96.936 523.731
Tm /Ty25 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 102.519 527.346 Tm /Ty15 1 Tf
(i) Tj ET BT 6.9738 0 0 6.9738 102.139 521.268 Tm /Ty15 1 Tf (p) Tj ET BT
9.9626 0 0 9.9626 119.41 523.731 Tm /Ty17 1 Tf (') Tj ET BT 0.0006 Tc 9.9626 0 0 9.9626 142.039 523.731
Tm /Ty18 1 Tf (PGD) Tj 0 Tc ET BT 6.9738 0 0 6.9738 164.248 522.237 Tm /Ty2
1 Tf (Step) Tj ET BT 9.9626 0 0 9.9626 177.145 523.731 Tm /Ty18 1 Tf (\()
Tj ET BT 9.9626 0 0 9.9626 181.02 523.731 Tm /Ty20 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 187.066 523.731
Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 191.494 523.731 Tm /Ty25 1 Tf
(!) Tj ET BT 6.9738 0 0 6.9738 197.077 527.346 Tm /Ty15 1 Tf (i) Tj ET BT
0.1678 Tc 9.9626 0 0 9.9626 200.394 523.731 Tm /Ty5 1 Tf (,) Tj /Ty6 1 Tf
[ (#) 131 ] TJ /Ty5 1 Tf [ (,) 1 ] TJ /Ty6 1 Tf (") Tj 0 Tc ET BT 6.9738 0 0 6.9738 218.598 522.237
Tm /Ty15 1 Tf (p) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 223.203 523.731 Tm
/Ty5 1 Tf (,) Tj /Ty6 1 Tf [ (!) 167 ] TJ /Ty5 1 Tf [ (,) 1 (f) ] TJ 0 Tc
ET BT 6.9738 0 0 6.9738 241.087 522.237 Tm /Ty19 1 Tf (w) Tj ET BT 9.9626 0 0 9.9626 248.204 523.731
Tm /Ty18 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 252.079 523.731 Tm /Ty5 1 Tf
(,) Tj ET BT 9.9626 0 0 9.9626 256.506 523.731 Tm /Ty17 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 262.041 523.731 Tm /Ty5 1 Tf (p) Tj ET BT 9.9626 0 0 9.9626 279.72 523.731
Tm /Ty17 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 67.048 511.776 Tm /Ty16 1 Tf
({) Tj ET BT 9.9626 0 0 9.9626 72.03 511.776 Tm /Ty18 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 77.011 511.776
Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 81.439 511.776 Tm /Ty18 1 Tf (2)
Tj ET BT 9.9626 0 0 9.9626 86.42 511.776 Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 90.848 511.776
Tm /Ty17 1 Tf (*) Tj /Ty16 1 Tf (}) Tj ET BT 9.9626 0 0 9.9626 105.792 511.776
Tm /Ty2 1 Tf (;) Tj ET BT 7.9701 0 0 7.9701 51.881 499.821 Tm /Ty2 1 Tf (12:)
Tj ET BT 9.9626 0 0 9.9626 96.936 499.821 Tm /Ty25 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 102.519 503.436
Tm /Ty15 1 Tf (i) Tj ET BT 6.9738 0 0 6.9738 105.338 503.436 Tm /Ty9 1 Tf
(+1) Tj ET BT 9.9626 0 0 9.9626 130.549 499.821 Tm /Ty17 1 Tf (') Tj ET BT
9.9626 0 0 9.9626 155.136 499.821 Tm /Ty18 1 Tf [ (ar) -0.7 (gm) -0.3 (ax)
] TJ ET BT 6.9738 0 0 6.9738 187.543 497.385 Tm /Ty23 1 Tf (!) Tj ET BT 4.9813 0 0 4.9813 191.654 496.389
Tm /Ty33 1 Tf (p) Tj ET BT 0.0008 Tc 6.9738 0 0 6.9738 195.836 497.385 Tm
/Ty8 1 Tf (") Tj /Ty7 1 Tf ({) Tj 0 Tc ET BT 6.9738 0 0 6.9738 205.287 497.385
Tm /Ty23 1 Tf (!) Tj ET BT 4.9813 0 0 4.9813 209.669 499.788 Tm /Ty33 1 Tf
(i) Tj ET BT 4.9813 0 0 4.9813 209.398 495.223 Tm /Ty30 1 Tf (1) Tj ET BT
6.9738 0 0 6.9738 213.286 497.385 Tm /Ty15 1 Tf (,) Tj ET BT 6.9738 0 0 6.9738 215.652 497.385
Tm /Ty23 1 Tf (!) Tj ET BT 4.9813 0 0 4.9813 220.034 499.788 Tm /Ty33 1 Tf
(i) Tj ET BT 4.9813 0 0 4.9813 219.763 495.223 Tm /Ty30 1 Tf (2) Tj ET BT
6.9738 0 0 6.9738 223.652 497.385 Tm /Ty15 1 Tf (,) Tj ET BT 6.9738 0 0 6.9738 226.018 497.385
Tm /Ty23 1 Tf (!) Tj ET BT 4.9813 0 0 4.9813 230.399 499.378 Tm /Ty33 1 Tf
(i) Tj ET BT 4.9813 0 0 4.9813 230.129 495.393 Tm /Ty32 1 Tf (!) Tj ET BT
6.9738 0 0 6.9738 237.407 497.385 Tm /Ty7 1 Tf (}) Tj ET BT 9.9626 0 0 9.9626 243.648 499.821
Tm /Ty6 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 247.799 499.821 Tm /Ty18 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 251.673 499.821 Tm /Ty5 1 Tf (f) Tj ET BT
6.9738 0 0 6.9738 256.551 498.326 Tm /Ty19 1 Tf (w) Tj ET BT 9.9626 0 0 9.9626 263.668 499.821
Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 267.542 499.821 Tm /Ty20 1 Tf
(x) Tj ET BT 9.9626 0 0 9.9626 280.546 499.821 Tm /Ty18 1 Tf (+) Tj ET BT
9.9626 0 0 9.9626 67.048 485.996 Tm /Ty25 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 72.631 489.612
Tm /Ty15 1 Tf (i) Tj ET BT 6.9738 0 0 6.9738 72.251 483.533 Tm /Ty15 1 Tf
(p) Tj ET BT 9.9626 0 0 9.9626 76.856 485.996 Tm /Ty18 1 Tf (\)) Tj ET BT
0.1678 Tc 9.9626 0 0 9.9626 80.73 485.996 Tm /Ty5 1 Tf (,y) Tj 0 Tc ET BT
9.9626 0 0 9.9626 90.4 485.996 Tm /Ty18 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 94.274 485.996
Tm /Ty2 1 Tf (;) Tj ET BT 7.9701 0 0 7.9701 51.881 474.041 Tm /Ty2 1 Tf (13:)
Tj ET BT 9.9626 0 0 9.9626 81.992 474.041 Tm /Ty1 1 Tf [ (end) -250 (f) 25
(or) ] TJ ET BT 7.9701 0 0 7.9701 51.881 462.086 Tm /Ty2 1 Tf (14:) Tj ET
BT 9.9626 0 0 9.9626 81.992 462.086 Tm /Ty1 1 Tf [ (Retur) 15 (n) ] TJ ET
BT 9.9626 0 0 9.9626 114.769 462.086 Tm /Ty25 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 120.352 465.701
Tm /Ty15 1 Tf (k) Tj ET BT 9.9626 0 0 9.9626 125.254 462.086 Tm /Ty2 1 Tf
(.) Tj ET q 1 0 0 1 50.112 457.762 cm 0 0 m 236.25 0 l S Q BT 9.9626 0 0 9.9626 50.112 426.369
Tm /Ty2 1 Tf [ (minimax) -250 (objecti) 25 (v) 15 (e) -250 (to) -250 (update)
-250 (the) -250 (model) ] TJ ET BT 0.0003 Tc 9.9626 0 0 9.9626 101.007 403.146
Tm /Ty18 1 Tf [ (mi) -1 (n) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 106 397.168
Tm /Ty19 1 Tf (w) Tj ET BT 9.9626 0 0 9.9626 119.272 403.146 Tm /Ty21 1 Tf
(E) Tj ET BT 6.9738 0 0 6.9738 125.914 401.347 Tm /Ty9 1 Tf (\() Tj ET BT
6.9738 0 0 6.9738 129.027 401.347 Tm /Ty19 1 Tf (x) Tj ET BT 0.0003 Tc 6.9738 0 0 6.9738 133.789 401.347
Tm /Ty15 1 Tf (,y) Tj 0 Tc ET BT 6.9738 0 0 6.9738 140.445 401.347 Tm /Ty9
1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 145.717 403.146 Tm /Ty18 1 Tf [ (m) -0.3
(ax) ] TJ ET BT 6.9738 0 0 6.9738 147.4 396.642 Tm /Ty23 1 Tf (!) Tj ET BT
0.0008 Tc 6.9738 0 0 6.9738 151.782 396.642 Tm /Ty8 1 Tf (") Tj /Ty7 1 Tf
(B) Tj 0 Tc ET BT 9.9626 0 0 9.9626 165.919 403.146 Tm /Ty6 1 Tf (!) Tj ET
BT 9.9626 0 0 9.9626 170.07 403.146 Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 173.945 403.146
Tm /Ty5 1 Tf (f) Tj ET BT 6.9738 0 0 6.9738 178.822 401.651 Tm /Ty19 1 Tf
(w) Tj ET BT 9.9626 0 0 9.9626 185.939 403.146 Tm /Ty18 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 189.814 403.146 Tm /Ty20 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 198.074 403.146
Tm /Ty18 1 Tf (+) Tj ET BT 9.9626 0 0 9.9626 208.037 403.146 Tm /Ty25 1 Tf
(!) Tj ET BT 9.9626 0 0 9.9626 213.62 403.146 Tm /Ty18 1 Tf (\)) Tj ET BT
0.1678 Tc 9.9626 0 0 9.9626 217.495 403.146 Tm /Ty5 1 Tf (,y) Tj 0 Tc ET BT
9.9626 0 0 9.9626 227.164 403.146 Tm /Ty18 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 232.699 403.146
Tm /Ty5 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 274.746 403.146 Tm /Ty2 1 Tf (\(1\))
Tj ET BT 10.16185 0 0 9.9626 62.067 375.406 Tm /Ty2 1 Tf [ (This) -407 (minimax)
-407 (problem) -408 (is) -407 (usually) -407 (decomposed) -407 (into) -407
(a) ] TJ ET BT 10.16185 0 0 9.9626 50.112 363.451 Tm /Ty2 1 Tf [ (tw) 10 (o-stage)
-346 (problem) -347 (with) -346 (a) -346 (maximization) -346 (problem) -346
(of) -346 ] TJ ET BT 10.16185 0 0 9.9626 50.112 351.496 Tm /Ty2 1 Tf
[ (ing) -325 (the) -324 (optimal) ] TJ ET BT 9.9626 0 0 9.9626 116.466 351.496
Tm /Ty25 1 Tf (!) Tj ET BT 10.16185 0 0 9.9626 125.348 351.496 Tm /Ty2 1 Tf
[ (and) -325 (a) -324 (minimization) -325 (problem) -324 (of) -325 (nding)
] TJ ET BT 10.16185 0 0 9.9626 50.112 339.541 Tm /Ty2 1 Tf [ (the) -412 (optimal)
] TJ ET BT 9.9626 0 0 9.9626 101.959 339.541 Tm /Ty20 1 Tf (w) Tj ET BT 10.16185 0 0 9.9626 114.581 339.541
Tm /Ty2 1 Tf [ (gi) 25 (v) 14 (en) -412 (optimal) ] TJ ET BT 9.9626 0 0 9.9626 176.191 339.541
Tm /Ty25 1 Tf (!) Tj ET BT 10.16185 0 0 9.9626 181.775 339.541 Tm /Ty2 1 Tf
[ (,) -454 (and) -412 (then) -412 (iterati) 25 (v) 14 (ely) -412 (op-) ] TJ
ET BT 10.16185 0 0 9.9626 50.112 327.586 Tm /Ty2 1 Tf (timizing) Tj ET BT
9.9626 0 0 9.9626 88.079 327.586 Tm /Ty25 1 Tf (!) Tj ET BT 10.16185 0 0 9.9626 97.75 327.586
Tm /Ty2 1 Tf (and) Tj ET BT 9.9626 0 0 9.9626 116.512 327.586 Tm /Ty20 1 Tf
(w) Tj ET BT 10.16185 0 0 9.9626 129.034 327.586 Tm /Ty2 1 Tf [ (for) -402
(se) 24 (v) 15 (eral) -402 (rounds.) -1551 (Under) -403 (the) -402 (non-)
] TJ ET BT 10.16185 0 0 9.9626 50.112 315.631 Tm /Ty2 1 Tf [ (con) 39 (v)
15 (e) 15 (x) -381 (scenario,) -414 (to) -381 -380 (the) -381 (approximate)
-381 (opti) 1 (mal) -381 (pertur) 20 (-) ] TJ ET BT 9.763348 0 0 9.9626 50.112 303.675
Tm /Ty2 1 Tf (bation) Tj ET BT 9.9626 0 0 9.9626 76.98 303.675 Tm /Ty25 1
Tf (!) Tj ET BT 9.763348 0 0 9.9626 85.023 303.675 Tm /Ty2 1 Tf [ (and) -252
(the) -252 (approximate) -252 (optimal) -252 (parameter) ] TJ ET BT 9.9626 0 0 9.9626 241.027 303.675
Tm /Ty20 1 Tf (w) Tj ET BT 9.763348 0 0 9.9626 249.461 303.675 Tm /Ty2 1 Tf
[ (,) -253 (gradient) ] TJ ET BT 10.16185 0 0 9.9626 50.112 291.72 Tm /Ty2
1 Tf [ (descent) -306 (algorithm) -306 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 10.16185 0 0 9.9626 129.7098 291.72
Tm /Ty2 1 Tf (10) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 139.8716 291.72
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0 1 0 sc BT 10.16185 0 0 9.9626 144.1193 291.72
Tm /Ty2 1 Tf (20) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 154.2811 291.72
Tm /Ty2 1 Tf [ (]) -306 (and) -306 (projected) -306 (gradient) -306 (descent)
] TJ ET BT 9.763348 0 0 9.9626 49.783 279.765 Tm /Ty2 1 Tf [ (\(PGD\)) -251
(attack) -250 (are) -251 (used.) -315 (Specically) 67 (,) -252 (PGD) -250
(runs) -251 (se) 26 (v) 15 (eral) -251 (prede-) ] TJ ET BT 9.763348 0 0 9.9626 50.112 267.81
Tm /Ty2 1 Tf [ -240 (steps) -240 (as) ] TJ ET BT 0.0006 Tc 9.9626 0 0 9.9626 104.331 267.81
Tm /Ty18 1 Tf (PGD) Tj 0 Tc ET BT 6.9738 0 0 6.9738 126.54 266.316 Tm /Ty2
1 Tf (step) Tj ET BT 9.9626 0 0 9.9626 138.272 267.81 Tm /Ty18 1 Tf (\() Tj
ET BT 9.9626 0 0 9.9626 142.147 267.81 Tm /Ty20 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 148.194 267.81
Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 152.621 267.81 Tm /Ty25 1 Tf (!)
Tj ET BT 6.9738 0 0 6.9738 158.205 271.425 Tm /Ty15 1 Tf (i) Tj ET BT 0.1678
Tc 9.9626 0 0 9.9626 161.521 267.81 Tm /Ty5 1 Tf (,) Tj /Ty6 1 Tf [ (#) 131
] TJ /Ty5 1 Tf [ (,) 1 ] TJ /Ty6 1 Tf [ (!) 167 ] TJ /Ty5 1 Tf (,) Tj /Ty6
1 Tf (") Tj 0 Tc ET BT 6.9738 0 0 6.9738 188.304 266.316 Tm /Ty15 1 Tf (p)
Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 192.909 267.81 Tm /Ty5 1 Tf (,f) Tj 0
Tc ET BT 6.9738 0 0 6.9738 202.214 266.316 Tm /Ty19 1 Tf (w) Tj ET BT 0.2789
Tc 9.9626 0 0 9.9626 209.331 267.81 Tm /Ty18 1 Tf [ (\)=P) 278 (r) 279 (o)
223 (j) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 245.75 265.375 Tm /Ty7 1 Tf (B)
Tj ET BT 4.9813 0 0 4.9813 251.005 264.378 Tm /Ty33 1 Tf (p) Tj ET BT 6.9738 0 0 6.9738 255.188 265.375
Tm /Ty9 1 Tf (\() Tj ET BT 6.9738 0 0 6.9738 258.301 265.375 Tm /Ty34 1 Tf
(!) Tj ET BT 4.9813 0 0 4.9813 261.621 264.378 Tm /Ty33 1 Tf (p) Tj ET BT
6.9738 0 0 6.9738 265.804 265.375 Tm /Ty9 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 269.416 267.81
Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 273.29 267.81 Tm /Ty25 1 Tf
(!) Tj ET BT 9.9626 0 0 9.9626 280.546 267.81 Tm /Ty18 1 Tf (+) Tj ET BT 9.9626 0 0 9.9626 50.112 253.024
Tm /Ty6 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 57.077 253.024 Tm /Ty18 1 Tf [
(s) -0.4 (i) -0.8 (gn) -0.6 (\() ] TJ ET BT 9.9626 0 0 9.9626 78.164 253.024
Tm /Ty6 1 Tf (!) Tj ET BT 4.9813 0 0 4.9813 82.315 259.646 Tm /Ty32 1 Tf (")
Tj ET BT 9.9626 0 0 9.9626 85.508 253.024 Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 89.383 253.024
Tm /Ty5 1 Tf (f) Tj ET BT 6.9738 0 0 6.9738 94.26 251.53 Tm /Ty19 1 Tf (w)
Tj ET BT 9.9626 0 0 9.9626 101.377 253.024 Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 105.252 253.024
Tm /Ty20 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 114.109 253.024 Tm /Ty18 1 Tf
(+) Tj ET BT 9.9626 0 0 9.9626 124.668 253.024 Tm /Ty25 1 Tf (!) Tj ET BT
6.9738 0 0 6.9738 130.252 256.64 Tm /Ty15 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 133.568 253.024
Tm /Ty18 1 Tf (\)) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 137.443 253.024 Tm
/Ty5 1 Tf (,y) Tj 0 Tc ET BT 0.0009 Tc 9.9626 0 0 9.9626 147.113 253.024 Tm
/Ty18 1 Tf (\)\)\)) Tj 0 Tc ET BT 10.16185 0 0 9.9626 162.032 253.024 Tm /Ty2
1 Tf [ (to) -324 (approximately) -325 -324 (a) -325 (w) 10 (orst-) ]
TJ ET BT 10.16185 0 0 9.9626 50.112 241.069 Tm /Ty2 1 Tf [ (case) -333 (adv)
15 (ersarial) -334 (e) 15 (xample,) -355 (where) ] TJ ET BT 9.9626 0 0 9.9626 187.441 241.069
Tm /Ty6 1 Tf (!) Tj ET BT 4.9813 0 0 4.9813 191.592 247.691 Tm /Ty32 1 Tf
(") Tj ET BT 9.9626 0 0 9.9626 194.785 241.069 Tm /Ty18 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 198.659 241.069 Tm /Ty5 1 Tf (f) Tj ET BT 6.9738 0 0 6.9738 203.537 239.575
Tm /Ty19 1 Tf (w) Tj ET BT 9.9626 0 0 9.9626 210.654 241.069 Tm /Ty18 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 214.528 241.069 Tm /Ty20 1 Tf (x) Tj ET BT
9.9626 0 0 9.9626 223.452 241.069 Tm /Ty18 1 Tf (+) Tj ET BT 9.9626 0 0 9.9626 234.077 241.069
Tm /Ty25 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 239.66 244.684 Tm /Ty15 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 242.977 241.069 Tm /Ty18 1 Tf (\)) Tj ET BT
0.1678 Tc 9.9626 0 0 9.9626 246.851 241.069 Tm /Ty5 1 Tf (,y) Tj 0 Tc ET BT
9.9626 0 0 9.9626 256.521 241.069 Tm /Ty18 1 Tf (\)) Tj ET BT 10.16185 0 0 9.9626 263.781 241.069
Tm /Ty2 1 Tf [ (is) -333 (the) ] TJ ET BT 9.763348 0 0 9.9626 50.112 229.114
Tm /Ty2 1 Tf [ (gradient) -242 (of) ] TJ ET BT 9.9626 0 0 9.9626 94.958 229.114
Tm /Ty6 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 99.109 229.114 Tm /Ty18 1 Tf (\()
Tj ET BT 9.9626 0 0 9.9626 102.983 229.114 Tm /Ty5 1 Tf (f) Tj ET BT 6.9738 0 0 6.9738 107.861 227.62
Tm /Ty19 1 Tf (w) Tj ET BT 9.9626 0 0 9.9626 114.978 229.114 Tm /Ty18 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 118.852 229.114 Tm /Ty20 1 Tf (x) Tj ET BT
9.9626 0 0 9.9626 126.627 229.114 Tm /Ty18 1 Tf (+) Tj ET BT 9.9626 0 0 9.9626 136.103 229.114
Tm /Ty25 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 141.686 232.729 Tm /Ty15 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 145.003 229.114 Tm /Ty18 1 Tf (\)) Tj ET BT
0.1678 Tc 9.9626 0 0 9.9626 148.877 229.114 Tm /Ty5 1 Tf (,y) Tj 0 Tc ET BT
9.9626 0 0 9.9626 158.547 229.114 Tm /Ty18 1 Tf (\)) Tj ET BT 9.763348 0 0 9.9626 164.781 229.114
Tm /Ty2 1 Tf (and) Tj ET BT 9.9626 0 0 9.9626 181.239 229.114 Tm /Ty18 1 Tf
[ (s) -0.4 (i) -0.8 (gn) -0.6 (\() ] TJ ET BT 9.9626 0 0 9.9626 202.326 229.114
Tm /Ty16 1 Tf Tj ET BT 9.9626 0 0 9.9626 205.094 229.114 Tm /Ty18 1 Tf
(\)) Tj ET BT 9.763348 0 0 9.9626 211.327 229.114 Tm /Ty2 1 Tf [ (is) -242
(the) -241 (sign) -242 (function.) ] TJ ET BT 10.10208 0 0 9.9626 62.067 216.506
Tm /Ty2 1 Tf [ (T) 35 (ramer) -247 (and) -246 (Boneh) -246 ([) ] TJ ET /Cs1
cs 0 1 0 sc BT 10.10208 0 0 9.9626 143.2372 216.506 Tm /Ty2 1 Tf (41) Tj ET
/Cs2 cs 0 sc BT 10.10208 0 0 9.9626 153.3393 216.506 Tm /Ty2 1 Tf [ (]) -247
-246 (proposed) -246 (to) -247 (solv) 15 (e) -246 (the) -247 (inner)
] TJ ET BT 9.773311 0 0 9.9626 50.112 204.551 Tm /Ty2 1 Tf [ (maximization)
-255 (problem) -254 (of) -255 (the) -254 (problem) -255 (\(Equation) -255
(\() ] TJ ET /Cs1 cs 1 0 0 sc BT 9.773311 0 0 9.9626 245.8323 204.551 Tm /Ty2
1 Tf (1) Tj ET /Cs2 cs 0 sc BT 9.773311 0 0 9.9626 250.719 204.551 Tm /Ty2
1 Tf [ (\)\),) -254 (by) -255 (the) ] TJ ET BT 10.06223 0 0 9.9626 50.112 192.596
Tm /Ty2 1 Tf [ (MAX) -246 (\(the) -247 (w) 10 (orst-case) -246 (perturbation,)
-247 (Algorithm) ] TJ ET /Cs1 cs 1 0 0 sc BT 10.06223 0 0 9.9626 238.1851 192.596
Tm /Ty2 1 Tf (1) Tj ET /Cs2 cs 0 sc BT 10.06223 0 0 9.9626 243.2162 192.596
Tm /Ty2 1 Tf [ (\)) -247 (and) -246 (A) 133 (V) 15 (G) ] TJ ET BT 10.122 0 0 9.9626 49.783 180.64
Tm /Ty2 1 Tf [ (\(the) -246 (augmentation) -246 (of) -246 (all) -246 (perturbations,)
-246 (Algorithm) ] TJ ET /Cs1 cs 1 0 0 sc BT 10.122 0 0 9.9626 252.2433 180.64
Tm /Ty2 1 Tf (1) Tj ET /Cs2 cs 0 sc BT 10.122 0 0 9.9626 257.3043 180.64 Tm
/Ty2 1 Tf [ (\).) -305 (No) 24 (w) 64 (,) ] TJ ET BT 9.9626 0 0 9.9626 50.112 168.685
Tm /Ty2 1 Tf [ (the) -250 (o) 15 (v) 15 (erall) -250 (minimax) -250 (objecti)
25 (v) 15 (e) -250 (becomes) -250 (as) -250 (belo) 25 (w) ] TJ ET /Cs1 cs
1 0 0 sc BT 6.9738 0 0 6.9738 243.405 172.301 Tm /Ty2 1 Tf (2) Tj ET /Cs2
cs 0 sc BT 9.9626 0 0 9.9626 76.704 145.462 Tm /Ty2 1 Tf (MAX:) Tj ET BT 0.0003
Tc 9.9626 0 0 9.9626 106.868 145.462 Tm /Ty18 1 Tf [ (mi) -1 (n) ] TJ 0 Tc
ET BT 6.9738 0 0 6.9738 111.86 139.484 Tm /Ty19 1 Tf (w) Tj ET BT 9.9626 0 0 9.9626 125.132 145.462
Tm /Ty21 1 Tf (E) Tj ET BT 6.9738 0 0 6.9738 131.774 143.663 Tm /Ty9 1 Tf
(\() Tj ET BT 6.9738 0 0 6.9738 134.888 143.663 Tm /Ty19 1 Tf (x) Tj ET BT
0.0003 Tc 6.9738 0 0 6.9738 139.649 143.663 Tm /Ty15 1 Tf (,y) Tj 0 Tc ET
BT 6.9738 0 0 6.9738 146.306 143.663 Tm /Ty9 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 149.917 145.462
Tm /Ty6 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 154.068 145.462 Tm /Ty18 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 157.943 145.462 Tm /Ty5 1 Tf (f) Tj ET BT
6.9738 0 0 6.9738 162.82 143.967 Tm /Ty19 1 Tf (w) Tj ET BT 9.9626 0 0 9.9626 169.937 145.462
Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 173.812 145.462 Tm /Ty20 1 Tf
(x) Tj ET BT 9.9626 0 0 9.9626 182.072 145.462 Tm /Ty18 1 Tf (+) Tj ET BT
9.9626 0 0 9.9626 192.035 145.462 Tm /Ty1 1 Tf (MAX) Tj ET BT 9.9626 0 0 9.9626 215.825 145.462
Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 219.7 145.462 Tm /Ty20 1 Tf
(x) Tj ET BT 0.0009 Tc 9.9626 0 0 9.9626 225.747 145.462 Tm /Ty18 1 Tf (\)\))
Tj 0 Tc ET BT 0.1678 Tc 9.9626 0 0 9.9626 233.495 145.462 Tm /Ty5 1 Tf (,y)
Tj 0 Tc ET BT 9.9626 0 0 9.9626 243.165 145.462 Tm /Ty18 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 247.039 145.462 Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 76.704 124.042
Tm /Ty2 1 Tf [ (A) 135 (V) 15 (G:) ] TJ ET BT 0.0003 Tc 9.9626 0 0 9.9626 103.71 124.042
Tm /Ty18 1 Tf [ (mi) -1 (n) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 108.702 118.064
Tm /Ty19 1 Tf (w) Tj ET BT 9.9626 0 0 9.9626 121.974 124.042 Tm /Ty21 1 Tf
(E) Tj ET BT 6.9738 0 0 6.9738 128.616 122.243 Tm /Ty9 1 Tf (\() Tj ET BT
6.9738 0 0 6.9738 131.73 122.243 Tm /Ty19 1 Tf (x) Tj ET BT 0.0003 Tc 6.9738 0 0 6.9738 136.491 122.243
Tm /Ty15 1 Tf (,y) Tj 0 Tc ET BT 6.9738 0 0 6.9738 143.148 122.243 Tm /Ty9
1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 158.731 133.506 Tm /Ty27 1 Tf (") Tj
ET BT 6.9738 0 0 6.9738 148.419 111.672 Tm /Ty23 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 152.801 111.672
Tm /Ty8 1 Tf (") Tj ET BT -0.145 Tc 6.9738 0 0 6.9738 158.17 111.672 Tm /Ty1
1 Tf [ (AV) -115 (G) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 172.445 111.672 Tm
/Ty9 1 Tf (\() Tj ET BT 6.9738 0 0 6.9738 175.558 111.672 Tm /Ty19 1 Tf (x)
Tj ET BT 6.9738 0 0 6.9738 180.32 111.672 Tm /Ty9 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 185.094 124.042
Tm /Ty6 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 189.245 124.042 Tm /Ty18 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 193.119 124.042 Tm /Ty5 1 Tf (f) Tj ET BT
6.9738 0 0 6.9738 197.997 122.548 Tm /Ty19 1 Tf (w) Tj ET BT 9.9626 0 0 9.9626 205.114 124.042
Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 208.988 124.042 Tm /Ty20 1 Tf
(x) Tj ET BT 9.9626 0 0 9.9626 217.249 124.042 Tm /Ty18 1 Tf (+) Tj ET BT
9.9626 0 0 9.9626 227.211 124.042 Tm /Ty25 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 232.794 124.042
Tm /Ty18 1 Tf (\)) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 236.669 124.042 Tm
/Ty5 1 Tf (,y) Tj 0 Tc ET BT 9.9626 0 0 9.9626 246.339 124.042 Tm /Ty18 1
Tf (\)) Tj ET BT 9.9626 0 0 9.9626 251.873 124.042 Tm /Ty5 1 Tf (.) Tj ET
q 1 0 0 1 50.112 100.143 cm 0 0 m 94.499 0 l S Q BT 5.9776 0 0 5.9776 60.971 93.277
Tm /Ty2 1 Tf (2) Tj ET BT 7.914309 0 0 7.9701 64.458 90.465 Tm /Ty2 1 Tf [
(Here) -252 (we) -252 (omit) -252 (most) -252 (of) -252 (the) -252 (parameter)
-252 (of) ] TJ ET BT 7.914309 0 0 7.9701 189.428 90.465 Tm /Ty1 1 Tf (MSD)
Tj ET BT 7.914309 0 0 7.9701 207.013 90.465 Tm /Ty2 1 Tf (,) Tj ET BT -0.146
Tc 7.914309 0 0 7.9701 210.986 90.465 Tm /Ty1 1 Tf [ (AV) -116 (G) ] TJ 0
Tc ET BT 7.914309 0 0 7.9701 227.177 90.465 Tm /Ty2 1 Tf [ (,) -252 (and)
] TJ ET BT 7.914309 0 0 7.9701 244.574 90.465 Tm /Ty1 1 Tf (MAX) Tj ET BT
7.914309 0 0 7.9701 265.468 90.465 Tm /Ty2 1 Tf [ (for) -252 (the) ] TJ ET
BT 7.9701 0 0 7.9701 50.112 81 Tm /Ty2 1 Tf [ (con) 40 (v) 15 (enience) -250
(of) -250 (reading) -250 (without) -250 (compromising) -250 (the) -250 (important)
-250 (information.) ] TJ ET BT 10.16185 0 0 9.9626 320.817 710.037 Tm /Ty2
1 Tf [ (Later) 39 (,) -319 (Maini) ] TJ ET BT 10.16185 0 0 9.9626 375.01 710.037
Tm /Ty4 1 Tf [ (et) -304 (al) ] TJ ET BT 0.304 Tc 10.16185 0 0 9.9626 393.354 710.037
Tm /Ty2 1 Tf (.[) Tj 0 Tc ET /Cs1 cs 0 1 0 sc BT 10.16185 0 0 9.9626 402.3676 710.037
Tm /Ty2 1 Tf (26) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 412.5294 710.037
Tm /Ty2 1 Tf [ (]) -304 (designed) -305 (a) -304 -304 (algorithm)
] TJ ET BT 9.892862 0 0 9.9626 308.862 698.082 Tm /Ty2 1 Tf [ (named) -251
(MSD,) -252 (which) -251 (solv) 15 (es) -251 (the) -251 (inner) -252 (maximization)
-251 (problem) ] TJ ET BT 10.16185 0 0 9.9626 308.862 686.127 Tm /Ty2 1 Tf
[ (by) -271 (si) 1 (multaneously) -271 (maximizing) -270 (the) -271 (w) 10
(orst-case) -271 (loss) -270 (o) 15 (v) 14 (erall) ] TJ ET BT 10.02238 0 0 9.9626 308.862 674.172
Tm /Ty2 1 Tf [ (perturbation) -249 (models) -249 (at) -250 (each) -249 (projected)
-249 (steepest) -249 (descent) -249 (step) ] TJ ET BT 10.16185 0 0 9.9626 308.862 662.217
Tm /Ty2 1 Tf [ (as) -247 (sho) 25 (wn) -247 (in) -247 (Algorithm) ] TJ ET
/Cs1 cs 1 0 0 sc BT 10.16185 0 0 9.9626 403.8956 662.217 Tm /Ty2 1 Tf (1)
Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 408.9766 662.217 Tm /Ty2 1 Tf [
(.) -310 (And) -247 (then) -247 (the) -247 (minimax) -247 (objecti) 25 (v)
14 (e) ] TJ ET BT 9.9626 0 0 9.9626 308.862 650.262 Tm /Ty2 1 Tf [ (becomes)
-250 (as) ] TJ ET BT 9.9626 0 0 9.9626 341.259 627.315 Tm /Ty2 1 Tf (MSD:)
Tj ET BT 0.0003 Tc 9.9626 0 0 9.9626 369.769 627.315 Tm /Ty18 1 Tf [ (mi)
-1 (n) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 374.761 621.338 Tm /Ty19 1 Tf (w)
Tj ET BT 9.9626 0 0 9.9626 388.034 627.315 Tm /Ty21 1 Tf (E) Tj ET BT 6.9738 0 0 6.9738 394.675 625.517
Tm /Ty9 1 Tf (\() Tj ET BT 6.9738 0 0 6.9738 397.789 625.517 Tm /Ty19 1 Tf
(x) Tj ET BT 0.0003 Tc 6.9738 0 0 6.9738 402.55 625.517 Tm /Ty15 1 Tf (,y)
Tj 0 Tc ET BT 6.9738 0 0 6.9738 409.207 625.517 Tm /Ty9 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 412.818 627.315 Tm /Ty6 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 416.969 627.315
Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 420.844 627.315 Tm /Ty5 1 Tf
(f) Tj ET BT 6.9738 0 0 6.9738 425.721 625.821 Tm /Ty19 1 Tf (w) Tj ET BT
9.9626 0 0 9.9626 432.838 627.315 Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 436.713 627.315
Tm /Ty20 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 444.973 627.315 Tm /Ty18 1 Tf
(+) Tj ET BT 9.9626 0 0 9.9626 454.936 627.315 Tm /Ty1 1 Tf (MSD) Tj ET BT
9.9626 0 0 9.9626 477.073 627.315 Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 480.947 627.315
Tm /Ty20 1 Tf (x) Tj ET BT 0.0009 Tc 9.9626 0 0 9.9626 486.994 627.315 Tm
/Ty18 1 Tf (\)\)) Tj 0 Tc ET BT 0.1678 Tc 9.9626 0 0 9.9626 494.743 627.315
Tm /Ty5 1 Tf (,y) Tj 0 Tc ET BT 9.9626 0 0 9.9626 504.412 627.315 Tm /Ty18
1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 509.947 627.315 Tm /Ty5 1 Tf (.) Tj ET
BT 10.9589 0 0 10.9589 308.862 600.399 Tm /Ty1 1 Tf [ (3.2.) -250 (Cooperati)
10 (v) 10 (e) -250 (bar) 10 (gaining) -250 (game) ] TJ ET BT 10.08215 0 0 9.9626 320.817 581.952
Tm /Ty2 1 Tf [ (Cooperati) 25 (v) 15 (e) -249 (bar) 18 (g) 5 (aining) -248
(g) 5 (ame) -248 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 10.08215 0 0 9.9626 445.2408 581.952
Tm /Ty2 1 Tf (40) Tj ET /Cs2 cs 0 sc BT 10.08215 0 0 9.9626 455.323 581.952
Tm /Ty2 1 Tf [ (]) -248 (is) -248 (a) -249 (proce) 1 (ss) -249 (in) -248 (which)
] TJ ET BT 9.763348 0 0 9.9626 308.862 569.997 Tm /Ty2 1 Tf [ (se) 26 (v)
15 (eral) -243 (parties) -243 (jointly) -243 (decide) -243 (ho) 25 (w) -243
(to) -243 (share) -243 (a) -243 (surplus) -243 (that) -243 (the) 16 (y) ]
TJ ET BT 9.763348 0 0 9.9626 308.862 558.042 Tm /Ty2 1 Tf [ (can) -195 (jointly)
-195 (g) 5 (ain.) -296 (In) -195 (the) -195 (cooperati) 25 (v) 15 (e) -195
(bar) 19 (g) 5 (aining) -195 (g) 5 (ame,) -207 (we) -195 (ha) 20 (v) 15 (e)
] TJ ET BT 9.9626 0 0 9.9626 308.862 546.087 Tm /Ty5 1 Tf (K) Tj ET BT 9.763348 0 0 9.9626 320.283 546.087
Tm /Ty2 1 Tf [ (players) -230 (with) -230 (their) -230 (o) 25 (wn) -230 (utility)
-230 (function) ] TJ ET BT 9.9626 0 0 9.9626 469.657 546.087 Tm /Ty5 1 Tf
(u) Tj ET BT 6.9738 0 0 6.9738 475.36 544.592 Tm /Ty15 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 481.444 546.087
Tm /Ty18 1 Tf (:) Tj ET BT 9.9626 0 0 9.9626 486.979 546.087 Tm /Ty16 1 Tf
(A) Tj ET BT 9.9626 0 0 9.9626 496.594 553.559 Tm /Ty27 1 Tf (!) Tj ET BT
9.9626 0 0 9.9626 504.896 546.087 Tm /Ty16 1 Tf ({) Tj ET BT 9.9626 0 0 9.9626 509.878 546.087
Tm /Ty20 1 Tf (d) Tj ET BT 0.278 Tc 9.9626 0 0 9.9626 516.243 546.087 Tm /Ty16
1 Tf (}) Tj /Ty17 1 Tf (#) Tj 0 Tc ET BT 9.9626 0 0 9.9626 536.721 546.087
Tm /Ty21 1 Tf (R) Tj ET BT 9.763348 0 0 9.9626 543.916 546.087 Tm /Ty2 1 Tf
(,) Tj ET BT 10.16185 0 0 9.9626 308.503 534.131 Tm /Ty2 1 Tf (where) Tj ET
BT 9.9626 0 0 9.9626 335.951 534.131 Tm /Ty16 1 Tf (A) Tj ET BT 10.16185 0 0 9.9626 346.528 534.131
Tm /Ty2 1 Tf [ (is) -258 (the) -258 (set) -258 (of) -258 (possible) -258 (agreements)
-258 (and) ] TJ ET BT 9.9626 0 0 9.9626 498.096 534.131 Tm /Ty20 1 Tf (d)
Tj ET BT 10.16185 0 0 9.9626 507.083 534.131 Tm /Ty2 1 Tf [ (is) -258 (the)
-258 (dis-) ] TJ ET BT 10.16185 0 0 9.9626 308.862 522.176 Tm /Ty2 1 Tf [
(agreement) -342 (point.) -596 (The) -342 (feasible) -343 (set) -342 (of)
-343 (utility) -342 (is) -342 (dened) -343 (as) ] TJ ET BT 9.9626 0 0 9.9626 308.862 510.221
Tm /Ty16 1 Tf (S) Tj ET BT 9.9626 0 0 9.9626 318.832 510.221 Tm /Ty18 1 Tf
(=) Tj ET BT 9.9626 0 0 9.9626 329.771 510.221 Tm /Ty16 1 Tf ({) Tj ET BT
9.9626 0 0 9.9626 334.752 510.221 Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 338.626 510.221
Tm /Ty5 1 Tf (u) Tj ET BT 6.9738 0 0 6.9738 344.33 508.727 Tm /Ty9 1 Tf (1)
Tj ET BT 9.9626 0 0 9.9626 348.799 510.221 Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 352.673 510.221
Tm /Ty25 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 359.188 510.221 Tm /Ty18 1 Tf
(\)) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 364.723 510.221 Tm /Ty5 1 Tf [ (..)
1 (.,u) ] TJ 0 Tc ET BT 6.9738 0 0 6.9738 388.137 508.727 Tm /Ty15 1 Tf (K)
Tj ET BT 9.9626 0 0 9.9626 395.818 510.221 Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 399.693 510.221
Tm /Ty25 1 Tf (") Tj ET BT 0.0009 Tc 9.9626 0 0 9.9626 406.207 510.221 Tm
/Ty18 1 Tf [ (\)\)) -320 (:) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 423.104 510.221
Tm /Ty25 1 Tf (") Tj ET BT 0.3207 Tc 9.9626 0 0 9.9626 432.808 510.221 Tm
/Ty17 1 Tf (\)) Tj /Ty16 1 Tf [ (A) 320 (}) ] TJ 0 Tc ET BT 10.16185 0 0 9.9626 455.576 510.221
Tm /Ty2 1 Tf [ (.) -371 (The) -268 (goals) -267 (of) -268 (players) ] TJ ET
BT 9.843049 0 0 9.9626 308.862 498.266 Tm /Ty2 1 Tf [ (are) -253 (to) -253
(maximize) -252 (their) -253 (o) 25 (wn) -253 (utility) -253 (functions.)
] TJ ET BT 9.9626 0 0 9.9626 482.743 498.266 Tm /Ty16 1 Tf (S) Tj ET BT 9.843049 0 0 9.9626 492.012 498.266
Tm /Ty2 1 Tf [ (is) -253 (assumed) -253 (to) ] TJ ET BT 9.763348 0 0 9.9626 308.862 486.311
Tm /Ty2 1 Tf [ (be) -249 (con) 41 (v) 16 (e) 15 (x) -249 (and) -248 (compact)
-249 (throughout) -248 (this) -249 (paper) -248 (while) -249 (there) -248
(e) 15 (x-) ] TJ ET BT 10.16185 0 0 9.9626 308.862 474.356 Tm /Ty2 1 Tf [
(ists) -251 (a) -250 (point) ] TJ ET BT 9.9626 0 0 9.9626 355.462 474.356
Tm /Ty25 1 Tf (") Tj ET BT 0.2887 Tc 9.9626 0 0 9.9626 364.848 474.356 Tm
/Ty17 1 Tf (\)) Tj /Ty16 1 Tf (A) Tj 0 Tc ET BT 10.16185 0 0 9.9626 384.862 474.356
Tm /Ty2 1 Tf (satisfying) Tj ET BT 9.9626 0 0 9.9626 426.927 474.356 Tm /Ty5
1 Tf (u) Tj ET BT 6.9738 0 0 6.9738 432.631 472.861 Tm /Ty15 1 Tf (i) Tj ET
BT 9.9626 0 0 9.9626 435.947 474.356 Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 439.822 474.356
Tm /Ty25 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 446.337 474.356 Tm /Ty18 1 Tf
(\)) Tj ET BT 0.2888 Tc 9.9626 0 0 9.9626 453.082 474.356 Tm /Ty5 1 Tf (>u)
Tj 0 Tc ET BT 6.9738 0 0 6.9738 469.405 472.861 Tm /Ty15 1 Tf (i) Tj ET BT
9.9626 0 0 9.9626 472.722 474.356 Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 476.596 474.356
Tm /Ty20 1 Tf (d) Tj ET BT 9.9626 0 0 9.9626 482.961 474.356 Tm /Ty18 1 Tf
(\)) Tj ET BT 9.9626 0 0 9.9626 486.835 474.356 Tm /Ty5 1 Tf (,) Tj ET BT
9.9626 0 0 9.9626 491.263 474.356 Tm /Ty17 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 496.798 474.356
Tm /Ty5 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 503.101 474.356 Tm /Ty17 1 Tf
(\)) Tj ET BT 9.9626 0 0 9.9626 512.614 474.356 Tm /Ty18 1 Tf ([) Tj ET BT
9.9626 0 0 9.9626 515.381 474.356 Tm /Ty5 1 Tf (K) Tj ET BT 9.9626 0 0 9.9626 524.555 474.356
Tm /Ty18 1 Tf (]) Tj ET BT 10.16185 0 0 9.9626 529.869 474.356 Tm /Ty2 1 Tf
(that) Tj ET BT 10.16185 0 0 9.9626 308.862 462.4 Tm /Ty2 1 Tf [ (strictly)
-283 (do) -1 (m) 1 (inates) -284 (the) -284 (disagreement) -283 (point) ]
TJ ET BT 9.9626 0 0 9.9626 480.767 462.4 Tm /Ty20 1 Tf (d) Tj ET BT 10.16185 0 0 9.9626 487.131 462.4
Tm /Ty2 1 Tf (,) Tj ET BT 10.16185 0 0 9.9626 492.651 462.4 Tm /Ty4 1 Tf (i.e)
Tj ET BT 10.16185 0 0 9.9626 502.528 462.4 Tm /Ty2 1 Tf (.,) Tj ET BT 9.9626 0 0 9.9626 510.589 462.4
Tm /Ty5 1 Tf (u) Tj ET BT 6.9738 0 0 6.9738 516.292 460.906 Tm /Ty15 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 519.609 462.4 Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 523.483 462.4
Tm /Ty25 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 529.998 462.4 Tm /Ty18 1 Tf (\))
Tj ET BT 9.9626 0 0 9.9626 537.363 462.4 Tm /Ty5 1 Tf (>) Tj ET BT 9.9626 0 0 9.9626 308.862 450.445
Tm /Ty5 1 Tf (u) Tj ET BT 6.9738 0 0 6.9738 314.565 448.951 Tm /Ty15 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 317.882 450.445 Tm /Ty18 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 321.756 450.445 Tm /Ty20 1 Tf (d) Tj ET BT 9.9626 0 0 9.9626 328.121 450.445
Tm /Ty18 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 331.996 450.445 Tm /Ty5 1 Tf
(,) Tj ET BT 9.9626 0 0 9.9626 336.424 450.445 Tm /Ty17 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 341.958 450.445 Tm /Ty5 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 348.158 450.445
Tm /Ty17 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 357.567 450.445 Tm /Ty18 1 Tf
([) Tj ET BT 9.9626 0 0 9.9626 360.334 450.445 Tm /Ty5 1 Tf (K) Tj ET BT 9.9626 0 0 9.9626 369.508 450.445
Tm /Ty18 1 Tf (]) Tj ET BT 9.9626 0 0 9.9626 372.276 450.445 Tm /Ty2 1 Tf
[ (,) -250 (where) ] TJ ET BT 9.9626 0 0 9.9626 404.086 450.445 Tm /Ty18 1
Tf ([) Tj ET BT 9.9626 0 0 9.9626 406.854 450.445 Tm /Ty5 1 Tf (K) Tj ET BT
0.2788 Tc 9.9626 0 0 9.9626 416.028 450.445 Tm /Ty18 1 Tf (]=) Tj 0 Tc ET
BT 9.9626 0 0 9.9626 432.078 450.445 Tm /Ty16 1 Tf ({) Tj ET BT 9.9626 0 0 9.9626 437.06 450.445
Tm /Ty18 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 442.041 450.445 Tm /Ty5 1 Tf
(,) Tj ET BT 9.9626 0 0 9.9626 446.469 450.445 Tm /Ty18 1 Tf (2) Tj ET BT
0.1678 Tc 9.9626 0 0 9.9626 451.45 450.445 Tm /Ty5 1 Tf [ (,.) 1 (..,) 1 (K)
] TJ 0 Tc ET BT 9.9626 0 0 9.9626 482.763 450.445 Tm /Ty16 1 Tf (}) Tj ET
BT 9.9626 0 0 9.9626 487.745 450.445 Tm /Ty2 1 Tf (.) Tj ET BT 10.11204 0 0 9.9626 320.817 437.976
Tm /Ty2 1 Tf [ (The) -246 (multi-tar) 18 (get) -246 (adv) 15 (ersarial) -246
(training) -245 (can) -246 (be) -246 (vie) 25 (wed) -246 (as) -246 (a) ] TJ
ET BT 10.16185 0 0 9.9626 308.862 426.021 Tm /Ty2 1 Tf [ (cooperati) 25 (v)
14 (e) -307 (g) 5 (ame) -306 (in) -307 (which) -307 (each) -307 (tar) 18 (get)
-307 (\(perturbation\)) -306 (rep-) ] TJ ET BT 10.16185 0 0 9.9626 308.862 414.065
Tm /Ty2 1 Tf [ (resents) -313 (a) -313 (player) 40 (,) -330 (whose) -313 (utility)
-313 (is) -313 (deri) 25 (v) 14 (ed) -312 (from) -313 (the) -313 (o) 15 (v)
14 (erall) ] TJ ET BT 10.16185 0 0 9.9626 308.862 402.11 Tm /Ty2 1 Tf [ (rob)
20 (ust) -265 (accurac) 15 (y) -265 (\(defending) ] TJ ET BT 9.9626 0 0 9.9626 422.109 402.11
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 426.26 400.616 Tm /Ty9 1 Tf (1)
Tj ET BT 10.16185 0 0 9.9626 430.729 402.11 Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 436.007 402.11
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 440.159 400.616 Tm /Ty9 1 Tf (2)
Tj ET BT 10.16185 0 0 9.9626 444.628 402.11 Tm /Ty2 1 Tf [ (,) -269 (and)
] TJ ET BT 9.9626 0 0 9.9626 467.268 402.11 Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 471.419 400.616
Tm /Ty8 1 Tf (!) Tj ET BT 10.16185 0 0 9.9626 482.548 402.11 Tm /Ty2 1 Tf
[ (attacks) -265 (simul) 1 (ta-) ] TJ ET BT 10.16185 0 0 9.9626 308.862 390.155
Tm /Ty2 1 Tf [ (neously\),) -325 (and) -309 (all) -309 (the) -309 (players)
-309 (ne) 15 (gotiate) -310 (to) -309 (reach) -309 (an) -309 (agreed) ] TJ
ET BT 9.872937 0 0 9.9626 308.862 378.2 Tm /Ty2 1 Tf [ (direction.) -314 (W)
81 (e) -252 (formalize) -253 (the) -252 (multi-tar) 18 (get) -253 (adv) 15
(ersarial) -252 (training) ] TJ ET BT 10.16185 0 0 9.9626 308.862 366.245
Tm /Ty2 1 Tf [ (problem) -256 (as) -257 (a) -256 (bar) 18 (g) 4 (aini) 1 (ng)
-257 (g) 5 (ame) -256 (as) -257 (follo) 25 (ws.) -338 (This) -256 (bar) 17
(g) 5 (aining) ] TJ ET BT 10.16185 0 0 9.9626 308.862 354.29 Tm /Ty2 1 Tf
[ (g) 5 (ame) -325 (has) ] TJ ET BT 9.9626 0 0 9.9626 350.981 354.29 Tm /Ty5
1 Tf (K) Tj ET BT 10.16185 0 0 9.9626 363.461 354.29 Tm /Ty2 1 Tf [ (players)
-325 (and) -326 (for) -325 (each) -326 (pl) 1 (ayer) 39 (,) -346 (the) 15
(y) -325 (generate) -326 (a) ] TJ ET BT 10.16185 0 0 9.9626 308.862 342.334
Tm /Ty2 1 Tf [ (data-dependent) -285 (perturbation) ] TJ ET BT 9.9626 0 0 9.9626 426.406 342.334
Tm /Ty25 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 431.608 340.84 Tm /Ty15 1 Tf
(k) Tj ET BT 9.9626 0 0 9.9626 436.51 342.334 Tm /Ty18 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 440.384 342.334 Tm /Ty20 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 446.431 342.334
Tm /Ty18 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 450.305 342.334 Tm /Ty5 1 Tf
(,) Tj ET BT 9.9626 0 0 9.9626 454.733 342.334 Tm /Ty17 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 460.268 342.334 Tm /Ty5 1 Tf (k) Tj ET BT 9.9626 0 0 9.9626 469.288 342.334
Tm /Ty17 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 479.45 342.334 Tm /Ty18 1 Tf
([) Tj ET BT 9.9626 0 0 9.9626 482.217 342.334 Tm /Ty5 1 Tf (K) Tj ET BT 9.9626 0 0 9.9626 491.391 342.334
Tm /Ty18 1 Tf (]) Tj ET BT 10.16185 0 0 9.9626 497.056 342.334 Tm /Ty2 1 Tf
[ (to) -285 (complete) ] TJ ET BT 10.16185 0 0 9.9626 308.862 330.379 Tm /Ty2
1 Tf [ (the) -370 (adv) 14 (ersarial) -370 (training.) -680 (The) -371 (possible)
-370 (agreements) ] TJ ET BT 9.9626 0 0 9.9626 520.985 330.379 Tm /Ty16 1
Tf (A) Tj ET BT 10.16185 0 0 9.9626 532.704 330.379 Tm /Ty2 1 Tf (are) Tj
ET BT 9.9626 0 0 9.9626 308.862 318.424 Tm /Ty16 1 Tf ({) Tj ET BT 9.9626 0 0 9.9626 313.843 325.896
Tm /Ty27 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 324.359 315.435 Tm /Ty15 1 Tf
(k) Tj ET BT 6.9738 0 0 6.9738 328.763 315.435 Tm /Ty8 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 334.132 315.435
Tm /Ty9 1 Tf ([) Tj ET BT 6.9738 0 0 6.9738 336.387 315.435 Tm /Ty15 1 Tf
(K) Tj ET BT 6.9738 0 0 6.9738 343.57 315.435 Tm /Ty9 1 Tf (]) Tj ET BT 9.9626 0 0 9.9626 347.984 318.424
Tm /Ty25 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 353.862 316.93 Tm /Ty15 1 Tf
(k) Tj ET BT 0.2788 Tc 9.9626 0 0 9.9626 361.531 318.424 Tm /Ty18 1 Tf (=1)
Tj 0 Tc ET BT 9.9626 0 0 9.9626 377.029 318.424 Tm /Ty5 1 Tf (,) Tj ET BT
9.9626 0 0 9.9626 381.457 318.424 Tm /Ty25 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 387.335 316.93
Tm /Ty15 1 Tf (k) Tj ET BT 9.9626 0 0 9.9626 395.004 318.424 Tm /Ty17 1 Tf
(") Tj ET BT 9.9626 0 0 9.9626 405.52 318.424 Tm /Ty18 1 Tf (0) Tj ET BT 9.9626 0 0 9.9626 410.501 318.424
Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 414.929 318.424 Tm /Ty17 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 420.464 318.424 Tm /Ty5 1 Tf (k) Tj ET BT
9.9626 0 0 9.9626 428.732 318.424 Tm /Ty17 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 438.141 318.424
Tm /Ty18 1 Tf ([) Tj ET BT 9.9626 0 0 9.9626 440.908 318.424 Tm /Ty5 1 Tf
(K) Tj ET BT 9.9626 0 0 9.9626 450.082 318.424 Tm /Ty18 1 Tf (]) Tj ET BT
9.9626 0 0 9.9626 452.849 318.424 Tm /Ty16 1 Tf (}) Tj ET BT 9.982525 0 0 9.9626 460.311 318.424
Tm /Ty2 1 Tf [ (and) -249 (the) -248 (disagreement) ] TJ ET BT 10.16185 0 0 9.9626 308.862 305.224
Tm /Ty2 1 Tf [ (points) -336 (will) -337 (be) -336 (the) -336 (set) ] TJ ET
BT 9.9626 0 0 9.9626 399.908 305.224 Tm /Ty16 1 Tf ({) Tj ET BT 9.9626 0 0 9.9626 404.889 305.224
Tm /Ty25 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 410.767 303.729 Tm /Ty15 1 Tf
(k) Tj ET BT 0.4508 Tc 9.9626 0 0 9.9626 420.153 305.224 Tm /Ty18 1 Tf (=1)
Tj 0 Tc ET BT 9.9626 0 0 9.9626 437.367 305.224 Tm /Ty5 1 Tf (,) Tj ET BT
9.9626 0 0 9.9626 441.795 305.224 Tm /Ty25 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 447.673 303.729
Tm /Ty15 1 Tf (j) Tj ET BT 0.4508 Tc 9.9626 0 0 9.9626 456.355 305.224 Tm
/Ty18 1 Tf (=0) Tj 0 Tc ET BT 9.9626 0 0 9.9626 473.569 305.224 Tm /Ty5 1
Tf (,) Tj ET BT 9.9626 0 0 9.9626 477.997 305.224 Tm /Ty17 1 Tf (+) Tj ET
BT 9.9626 0 0 9.9626 483.532 305.224 Tm /Ty5 1 Tf (k) Tj ET BT 9.9626 0 0 9.9626 493.516 305.224
Tm /Ty17 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 504.642 305.224 Tm /Ty18 1 Tf
([) Tj ET BT 9.9626 0 0 9.9626 507.409 305.224 Tm /Ty5 1 Tf (K) Tj ET BT 9.9626 0 0 9.9626 516.583 305.224
Tm /Ty18 1 Tf (]) Tj ET BT 9.9626 0 0 9.9626 519.351 305.224 Tm /Ty5 1 Tf
(,) Tj ET BT 9.9626 0 0 9.9626 523.778 305.224 Tm /Ty17 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 529.313 305.224 Tm /Ty5 1 Tf (j) Tj ET BT 9.9626 0 0 9.9626 538.47 305.224
Tm /Ty17 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 308.862 293.268 Tm /Ty18 1 Tf
([) Tj ET BT 9.9626 0 0 9.9626 311.629 293.268 Tm /Ty5 1 Tf (K) Tj ET BT 9.9626 0 0 9.9626 320.803 293.268
Tm /Ty18 1 Tf (]) Tj ET BT 9.9626 0 0 9.9626 323.571 293.268 Tm /Ty16 1 Tf
(\\{) Tj ET BT 9.9626 0 0 9.9626 333.533 293.268 Tm /Ty5 1 Tf (k) Tj ET BT
9.9626 0 0 9.9626 339.034 293.268 Tm /Ty16 1 Tf (}}) Tj ET BT 10.16185 0 0 9.9626 348.996 293.268
Tm /Ty2 1 Tf [ (,) -428 (where) ] TJ ET BT 9.9626 0 0 9.9626 384.68 293.268
Tm /Ty18 1 Tf ([) Tj ET BT 9.9626 0 0 9.9626 387.447 293.268 Tm /Ty5 1 Tf
(K) Tj ET BT 9.9626 0 0 9.9626 396.621 293.268 Tm /Ty18 1 Tf (]) Tj ET BT
9.9626 0 0 9.9626 399.389 293.268 Tm /Ty16 1 Tf (\\{) Tj ET BT 9.9626 0 0 9.9626 409.351 293.268
Tm /Ty5 1 Tf (k) Tj ET BT 9.9626 0 0 9.9626 414.852 293.268 Tm /Ty16 1 Tf
(}) Tj ET BT 10.16185 0 0 9.9626 423.807 293.268 Tm /Ty2 1 Tf [ (is) -391
(the) -391 (set) -391 (containing) -391 (inte) 15 (gers) ] TJ ET BT 10.16185 0 0 9.9626 308.862 281.313
Tm /Ty2 1 Tf (from) Tj ET BT 9.9626 0 0 9.9626 332.281 281.313 Tm /Ty18 1
Tf (1) Tj ET BT 10.16185 0 0 9.9626 340.927 281.313 Tm /Ty2 1 Tf (to) Tj ET
BT 9.9626 0 0 9.9626 352.498 281.313 Tm /Ty5 1 Tf (K) Tj ET BT 10.16185 0 0 9.9626 365.337 281.313
Tm /Ty2 1 Tf (without) Tj ET BT 9.9626 0 0 9.9626 400.056 281.313 Tm /Ty5
1 Tf (k) Tj ET BT 10.16185 0 0 9.9626 405.556 281.313 Tm /Ty2 1 Tf [ (.) -651
(W) 79 (e) -361 (note) -360 (that) -361 (the) -361 (agreement) -360 (set)
] TJ ET BT 9.9626 0 0 9.9626 308.862 269.358 Tm /Ty16 1 Tf (A) Tj ET BT 10.16185 0 0 9.9626 319.844 269.358
Tm /Ty2 1 Tf [ (is) -298 (compact) -298 (and) -298 (con) 39 (v) 15 (e) 15
(x.) ] TJ ET BT 9.9626 0 0 9.9626 420.697 269.358 Tm /Ty25 1 Tf (") Tj ET
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Tm /Ty25 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 166.647 478.178 Tm /Ty15 1 Tf
(p) Tj ET BT 9.9626 0 0 9.9626 171.252 479.672 Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 175.403 478.178
Tm /Ty2 1 Tf (soft) Tj ET BT 9.9626 0 0 9.9626 188.022 487.742 Tm /Ty27 1
Tf (%) Tj ET BT 9.9626 0 0 9.9626 192.588 479.672 Tm /Ty20 1 Tf (w) Tj ET
BT 6.9738 0 0 6.9738 201.022 483.786 Tm /Ty8 1 Tf (%) Tj ET BT 9.9626 0 0 9.9626 207.747 479.672
Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 211.621 479.672 Tm /Ty20 1 Tf
(x) Tj ET BT 9.9626 0 0 9.9626 219.882 479.672 Tm /Ty18 1 Tf (+) Tj ET BT
9.9626 0 0 9.9626 229.844 479.672 Tm /Ty25 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 235.047 478.178
Tm /Ty15 1 Tf (p) Tj ET BT 9.9626 0 0 9.9626 239.652 479.672 Tm /Ty18 1 Tf
(\)) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 243.526 479.672 Tm /Ty5 1 Tf (,y)
Tj 0 Tc ET BT 9.9626 0 0 9.9626 253.196 487.742 Tm /Ty27 1 Tf (&) Tj ET BT
9.9626 0 0 9.9626 259.423 479.672 Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 79.272 452.209
Tm /Ty2 1 Tf (s.t.) Tj ET BT 9.9626 0 0 9.9626 93.986 452.209 Tm /Ty17 1 Tf
(%) Tj ET BT 9.9626 0 0 9.9626 98.968 452.209 Tm /Ty20 1 Tf (w) Tj ET BT 9.9626 0 0 9.9626 107.401 452.209
Tm /Ty17 1 Tf (%) Tj ET BT 6.9738 0 0 6.9738 112.382 450.714 Tm /Ty9 1 Tf
(2) Tj ET BT 0.2788 Tc 9.9626 0 0 9.9626 119.619 452.209 Tm /Ty18 1 Tf (=1)
Tj 0 Tc ET BT 9.9626 0 0 9.9626 136.777 452.209 Tm /Ty5 1 Tf (,) Tj ET BT
9.9626 0 0 9.9626 274.746 466.887 Tm /Ty2 1 Tf (\(2\)) Tj ET BT 9.9626 0 0 9.9626 49.753 430.458
Tm /Ty2 1 Tf (where) Tj ET BT 9.9626 0 0 9.9626 76.582 430.458 Tm /Ty25 1
Tf (") Tj ET BT 0.2788 Tc 9.9626 0 0 9.9626 85.865 430.458 Tm /Ty18 1 Tf (=[)
Tj 0 Tc ET BT 9.9626 0 0 9.9626 99.148 430.458 Tm /Ty25 1 Tf (") Tj ET BT
6.9738 0 0 6.9738 105.026 428.964 Tm /Ty9 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 109.496 430.458
Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 113.923 430.458 Tm /Ty25 1 Tf
(") Tj ET BT 6.9738 0 0 6.9738 119.802 428.964 Tm /Ty9 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 124.271 430.458
Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 128.699 430.458 Tm /Ty25 1 Tf
(") Tj ET BT 6.9738 0 0 6.9738 134.577 428.964 Tm /Ty8 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 143.018 430.458
Tm /Ty18 1 Tf (]) Tj ET BT 9.9626 0 0 9.9626 148.276 430.458 Tm /Ty2 1 Tf
(satisfying) Tj ET BT 9.9626 0 0 9.9626 189.511 437.93 Tm /Ty27 1 Tf (#) Tj
ET BT 6.9738 0 0 6.9738 200.027 427.469 Tm /Ty15 1 Tf (i) Tj ET BT 0.0008
Tc 6.9738 0 0 6.9738 202.845 427.469 Tm /Ty8 1 Tf (") Tj /Ty7 1 Tf ({) Tj
0 Tc ET BT 6.9738 0 0 6.9738 212.296 427.469 Tm /Ty9 1 Tf (1) Tj ET BT 6.9738 0 0 6.9738 216.267 427.469
Tm /Ty15 1 Tf (,) Tj ET BT 6.9738 0 0 6.9738 218.633 427.469 Tm /Ty9 1 Tf
(2) Tj ET BT 6.9738 0 0 6.9738 222.605 427.469 Tm /Ty15 1 Tf (,) Tj ET BT
0.0009 Tc 6.9738 0 0 6.9738 224.971 427.469 Tm /Ty8 1 Tf (!) Tj /Ty7 1 Tf
(}) Tj 0 Tc ET BT 9.9626 0 0 9.9626 239.154 430.458 Tm /Ty25 1 Tf (") Tj ET
BT 6.9738 0 0 6.9738 245.032 428.964 Tm /Ty15 1 Tf (i) Tj ET BT 0.2788 Tc
9.9626 0 0 9.9626 251.116 430.458 Tm /Ty18 1 Tf (=1) Tj 0 Tc ET BT 9.9626 0 0 9.9626 266.614 430.458
Tm /Ty2 1 Tf (.) Tj ET BT 10.07219 0 0 9.9626 62.067 416.825 Tm /Ty2 1 Tf
(Let) Tj ET BT 9.9626 0 0 9.9626 77.989 416.825 Tm /Ty20 1 Tf (w) Tj ET BT
6.9738 0 0 6.9738 86.422 420.44 Tm /Ty15 1 Tf (t) Tj ET BT 10.07219 0 0 9.9626 92.425 416.825
Tm /Ty2 1 Tf (and) Tj ET BT 9.9626 0 0 9.9626 109.465 416.825 Tm /Ty25 1 Tf
(!) Tj ET BT 6.9738 0 0 6.9738 115.048 420.44 Tm /Ty15 1 Tf (t) Tj ET BT 10.07219 0 0 9.9626 121.051 416.825
Tm /Ty2 1 Tf [ (be) -248 (the) -248 (wei) 1 (ght) -248 (v) 15 (ector) -248
(and) -248 (the) -248 (perturbation) ] TJ ET BT 10.06223 0 0 9.9626 50.112 404.87
Tm /Ty2 1 Tf [ (at) -247 (step) ] TJ ET BT 9.9626 0 0 9.9626 78.564 404.87
Tm /Ty5 1 Tf (t) Tj ET BT 10.06223 0 0 9.9626 82.162 404.87 Tm /Ty2 1 Tf [
(,) -247 (respecti) 24 (v) 15 (ely) 65 (.) -307 (The) -247 (training) -248
(procedures) -247 (of) -247 (the) -248 (SVM) ] TJ ET BT 9.942675 0 0 9.9626 50.112 392.915
Tm /Ty2 1 Tf [ (model) -249 (with) -250 (A) 135 (V) 16 (G,) -250 (MAX) -249
(and) -250 (MSD) -249 (are) -250 (i) 1 (llustrated) -250 (as) -249 (follo)
25 (ws) ] TJ ET BT 9.9626 0 0 9.9626 57.584 373.203 Tm /Ty2 1 Tf (0.) Tj ET
BT 10.16185 0 0 9.9626 70.037 373.203 Tm /Ty2 1 Tf [ (Initialize) -284 (the)
-284 (weights) -284 (with) -284 (natural) -284 (training,) ] TJ ET BT 10.16185 0 0 9.9626 248.052 373.203
Tm /Ty4 1 Tf (i.e) Tj ET BT 10.16185 0 0 9.9626 257.929 373.203 Tm /Ty2 1
Tf [ (.,) -294 (mini-) ] TJ ET BT 9.9626 0 0 9.9626 70.037 361.248 Tm /Ty2
1 Tf [ (mizing) -250 (the) -250 (soft-SVM) -250 (loss) -250 (without) -250
(perturbation) -250 (as) ] TJ ET BT 9.9626 0 0 9.9626 98.479 339.443 Tm /Ty20
1 Tf (w) Tj ET BT 6.9738 0 0 6.9738 106.913 343.556 Tm /Ty9 1 Tf (0) Tj ET
BT 9.9626 0 0 9.9626 114.15 339.443 Tm /Ty18 1 Tf [ (=) -278.8 (ar) -0.7 (gm)
-0.3 (i) -0.8 (n) ] TJ ET BT 6.9738 0 0 6.9738 136.591 331.528 Tm /Ty19 1
Tf (w) Tj ET BT 9.9626 0 0 9.9626 156.795 339.443 Tm /Ty21 1 Tf (E) Tj ET
BT 6.9738 0 0 6.9738 163.437 337.644 Tm /Ty9 1 Tf (\() Tj ET BT 6.9738 0 0 6.9738 166.55 337.644
Tm /Ty19 1 Tf (x) Tj ET BT 0.0003 Tc 6.9738 0 0 6.9738 171.312 337.644 Tm
/Ty15 1 Tf (,y) Tj 0 Tc ET BT 6.9738 0 0 6.9738 177.968 337.644 Tm /Ty9 1
Tf (\)) Tj ET BT 0.0009 Tc 6.9738 0 0 6.9738 181.082 337.644 Tm /Ty8 1 Tf
($) Tj /Ty7 1 Tf (D) Tj 0 Tc ET BT 9.9626 0 0 9.9626 196.715 339.443 Tm /Ty6
1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 200.866 337.948 Tm /Ty2 1 Tf (soft) Tj
ET BT 9.9626 0 0 9.9626 213.485 347.512 Tm /Ty27 1 Tf (%) Tj ET BT 9.9626 0 0 9.9626 218.051 339.443
Tm /Ty20 1 Tf (w) Tj ET BT 6.9738 0 0 6.9738 226.485 343.556 Tm /Ty8 1 Tf
(%) Tj ET BT 9.9626 0 0 9.9626 233.209 339.443 Tm /Ty20 1 Tf (x) Tj ET BT
0.1678 Tc 9.9626 0 0 9.9626 239.256 339.443 Tm /Ty5 1 Tf (,y) Tj 0 Tc ET BT
9.9626 0 0 9.9626 248.926 347.512 Tm /Ty27 1 Tf (&) Tj ET BT 9.9626 0 0 9.9626 255.153 339.443
Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 111.382 318.178 Tm /Ty2 1 Tf (s.t.)
Tj ET BT 9.9626 0 0 9.9626 132.971 318.178 Tm /Ty17 1 Tf (%) Tj ET BT 9.9626 0 0 9.9626 137.952 318.178
Tm /Ty20 1 Tf (w) Tj ET BT 9.9626 0 0 9.9626 146.386 318.178 Tm /Ty17 1 Tf
(%) Tj ET BT 6.9738 0 0 6.9738 151.367 316.684 Tm /Ty9 1 Tf (2) Tj ET BT 0.2788
Tc 9.9626 0 0 9.9626 158.604 318.178 Tm /Ty18 1 Tf (=1) Tj 0 Tc ET BT 9.9626 0 0 9.9626 175.762 318.178
Tm /Ty5 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 274.746 329.005 Tm /Ty2 1 Tf (\(3\))
Tj ET BT 9.9626 0 0 9.9626 57.584 293.174 Tm /Ty2 1 Tf (1.) Tj ET BT 10.03234 0 0 9.9626 70.037 293.174
Tm /Ty2 1 Tf [ (Get) -248 (the) -249 (optima) 1 (l) -249 (perturbations.)
-308 (W) 40 (ith) -248 (the) -248 (linearity) -249 (prop-) ] TJ ET BT 9.972563 0 0 9.9626 70.037 281.218
Tm /Ty2 1 Tf [ (erty) -250 (of) -250 (SVM,) -250 (the) -250 (closed) -250
(form) -250 (of) -250 (optimal) -250 (perturbations) ] TJ ET BT 10.16185 0 0 9.9626 70.037 269.263
Tm /Ty2 1 Tf [ (could) -320 (be) -320 (calculat) 1 (ed) -320 (by) ] TJ ET
BT 9.9626 0 0 9.9626 166.565 269.263 Tm /Ty25 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 172.148 272.879
Tm /Ty15 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 171.768 266.8 Tm /Ty8 1 Tf (!)
Tj ET BT 9.9626 0 0 9.9626 184.381 269.263 Tm /Ty18 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 196.302 269.263
Tm /Ty17 1 Tf ($) Tj ET BT 0.0363 Tc 9.9626 0 0 9.9626 204.051 269.263 Tm
/Ty5 1 Tf (y) Tj /Ty6 1 Tf (") Tj 0 Tc ET BT 6.9738 0 0 6.9738 213.337 267.769
Tm /Ty8 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 223.438 269.263 Tm /Ty18 1 Tf
[ (s) -0.4 (i) -0.8 (gn) -0.6 (\() ] TJ ET BT 9.9626 0 0 9.9626 244.525 269.263
Tm /Ty20 1 Tf (w) Tj ET BT 6.9738 0 0 6.9738 252.959 272.879 Tm /Ty15 1 Tf
(t) Tj ET BT 9.9626 0 0 9.9626 256.467 269.263 Tm /Ty18 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 260.341 269.263 Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 264.769 269.263
Tm /Ty25 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 270.352 272.879 Tm /Ty15 1 Tf
(t) Tj ET BT 6.9738 0 0 6.9738 269.971 266.79 Tm /Ty9 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 278.613 269.263
Tm /Ty18 1 Tf (=) Tj ET BT 6.9738 0 0 6.9738 71.233 259.706 Tm /Ty8 1 Tf (&)
Tj ET BT 0.0364 Tc 6.9738 0 0 6.9738 77.459 259.706 Tm /Ty15 1 Tf (y) Tj /Ty34
1 Tf (!) Tj 0 Tc ET BT 4.9813 0 0 4.9813 85.071 258.71 Tm /Ty30 1 Tf (1) Tj
ET BT 6.9738 0 0 6.9738 88.959 259.706 Tm /Ty19 1 Tf (w) Tj ET BT 4.9813 0 0 4.9813 95.578 262.712
Tm /Ty33 1 Tf (t) Tj ET q 1 0 0 1 71.233 257.752 cm 0 0 m 27.651 0 l S Q BT
6.9738 0 0 6.9738 74.07 251.826 Tm /Ty8 1 Tf (') Tj ET BT 6.9738 0 0 6.9738 78.152 251.826
Tm /Ty19 1 Tf (w) Tj ET BT 4.9813 0 0 4.9813 84.771 253.818 Tm /Ty33 1 Tf
(t) Tj ET BT 6.9738 0 0 6.9738 88.077 251.826 Tm /Ty8 1 Tf (') Tj ET BT 4.9813 0 0 4.9813 92.158 250.83
Tm /Ty30 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 100.079 255.261 Tm /Ty5 1 Tf
(,) Tj ET BT 9.9626 0 0 9.9626 104.507 255.261 Tm /Ty25 1 Tf (!) Tj ET BT
6.9738 0 0 6.9738 110.09 258.877 Tm /Ty15 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 109.71 252.789
Tm /Ty9 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 116.946 255.261 Tm /Ty18 1 Tf
(=) Tj ET BT 6.9738 0 0 6.9738 128.658 259.706 Tm /Ty8 1 Tf (&) Tj ET BT 0.0364
Tc 6.9738 0 0 6.9738 134.885 259.706 Tm /Ty15 1 Tf (y) Tj /Ty34 1 Tf (!) Tj
0 Tc ET BT 4.9813 0 0 4.9813 142.496 258.71 Tm /Ty30 1 Tf (2) Tj ET BT 6.9738 0 0 6.9738 146.384 259.706
Tm /Ty19 1 Tf (w) Tj ET BT 4.9813 0 0 4.9813 153.003 262.712 Tm /Ty33 1 Tf
(t) Tj ET q 1 0 0 1 128.658 257.752 cm 0 0 m 27.651 0 l S Q BT 6.9738 0 0 6.9738 131.495 251.826
Tm /Ty8 1 Tf (') Tj ET BT 6.9738 0 0 6.9738 135.577 251.826 Tm /Ty19 1 Tf
(w) Tj ET BT 4.9813 0 0 4.9813 142.196 253.818 Tm /Ty33 1 Tf (t) Tj ET BT
6.9738 0 0 6.9738 145.502 251.826 Tm /Ty8 1 Tf (') Tj ET BT 4.9813 0 0 4.9813 149.584 250.83
Tm /Ty30 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 159.995 255.261 Tm /Ty2 1 Tf
[ (at) -250 (time) ] TJ ET BT 9.9626 0 0 9.9626 189.883 255.261 Tm /Ty5 1
Tf (t) Tj ET BT 9.9626 0 0 9.9626 193.48 255.261 Tm /Ty2 1 Tf (.) Tj ET BT
9.9626 0 0 9.9626 57.584 233.318 Tm /Ty2 1 Tf (2.) Tj ET BT 9.9626 0 0 9.9626 70.03725 233.318
Tm /Ty2 1 Tf [ (Update) -250 (the) -250 (weights) ] TJ ET BT 9.9626 0 0 9.9626 149.449 233.318
Tm /Ty20 1 Tf (w) Tj ET BT 6.9738 0 0 6.9738 157.882 236.933 Tm /Ty15 1 Tf
(t) Tj ET BT 9.9626 0 0 9.9626 163.881 233.318 Tm /Ty2 1 Tf [ (with) -250
(MAX,) -250 (MSD,) -250 (or) -250 (A) 135 (V) 15 (G) -250 (by) ] TJ ET BT
9.9626 0 0 9.9626 70.037 210.009 Tm /Ty20 1 Tf (w) Tj ET BT 6.9738 0 0 6.9738 78.471 214.122
Tm /Ty15 1 Tf (t) Tj ET BT 9.9626 0 0 9.9626 84.746 210.009 Tm /Ty18 1 Tf
[ (=) -167.8 (ar) -0.7 (gm) -0.3 (i) -0.8 (n) ] TJ ET BT 6.9738 0 0 6.9738 124.624 207.573
Tm /Ty19 1 Tf (w) Tj ET BT 9.9626 0 0 9.9626 133.402 210.009 Tm /Ty21 1 Tf
(E) Tj ET BT 6.9738 0 0 6.9738 140.043 208.21 Tm /Ty9 1 Tf (\() Tj ET BT 6.9738 0 0 6.9738 143.157 208.21
Tm /Ty19 1 Tf (x) Tj ET BT 0.0003 Tc 6.9738 0 0 6.9738 147.918 208.21 Tm /Ty15
1 Tf (,y) Tj 0 Tc ET BT 6.9738 0 0 6.9738 154.575 208.21 Tm /Ty9 1 Tf (\))
Tj ET BT 9.9626 0 0 9.9626 166.111 219.473 Tm /Ty27 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 154.178 197.638
Tm /Ty15 1 Tf (p) Tj ET BT 0.0008 Tc 6.9738 0 0 6.9738 158.284 197.638 Tm
/Ty8 1 Tf (") Tj /Ty7 1 Tf ({) Tj 0 Tc ET BT 6.9738 0 0 6.9738 167.735 197.638
Tm /Ty9 1 Tf (1) Tj ET BT 6.9738 0 0 6.9738 171.706 197.638 Tm /Ty15 1 Tf
(,) Tj ET BT 6.9738 0 0 6.9738 174.073 197.638 Tm /Ty9 1 Tf (2) Tj ET BT 6.9738 0 0 6.9738 178.044 197.638
Tm /Ty15 1 Tf (,) Tj ET BT 0.0009 Tc 6.9738 0 0 6.9738 180.41 197.638 Tm /Ty8
1 Tf (!) Tj /Ty7 1 Tf (}) Tj 0 Tc ET BT 9.9626 0 0 9.9626 188.425 210.009
Tm /Ty25 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 194.94 214.122 Tm /Ty15 1 Tf
(t) Tj ET BT 6.9738 0 0 6.9738 194.304 207.546 Tm /Ty15 1 Tf (p) Tj ET BT
9.9626 0 0 9.9626 198.909 210.009 Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 203.06 208.514
Tm /Ty2 1 Tf (soft) Tj ET BT 9.9626 0 0 9.9626 215.679 218.078 Tm /Ty27 1
Tf (%) Tj ET BT 9.9626 0 0 9.9626 220.245 210.009 Tm /Ty20 1 Tf (w) Tj ET
BT 6.9738 0 0 6.9738 228.679 214.122 Tm /Ty8 1 Tf (%) Tj ET BT 9.9626 0 0 9.9626 235.404 210.009
Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 239.278 210.009 Tm /Ty20 1 Tf
(x) Tj ET BT 9.9626 0 0 9.9626 247.539 210.009 Tm /Ty18 1 Tf (+) Tj ET BT
9.9626 0 0 9.9626 257.501 210.009 Tm /Ty25 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 263.084 214.122
Tm /Ty15 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 262.704 207.546 Tm /Ty15 1 Tf
(p) Tj ET BT 9.9626 0 0 9.9626 267.309 210.009 Tm /Ty18 1 Tf (\)) Tj ET BT
0.1678 Tc 9.9626 0 0 9.9626 271.183 210.009 Tm /Ty5 1 Tf (,y) Tj 0 Tc ET BT
9.9626 0 0 9.9626 280.853 218.078 Tm /Ty27 1 Tf (&) Tj ET BT 9.9626 0 0 9.9626 287.08 210.009
Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 92.495 182.51 Tm /Ty2 1 Tf (s.t.)
Tj ET BT 9.9626 0 0 9.9626 114.083 182.51 Tm /Ty17 1 Tf (%) Tj ET BT 9.9626 0 0 9.9626 119.065 182.51
Tm /Ty20 1 Tf (w) Tj ET BT 6.9738 0 0 6.9738 127.498 186.624 Tm /Ty15 1 Tf
(t) Tj ET BT 9.9626 0 0 9.9626 131.006 182.51 Tm /Ty17 1 Tf (%) Tj ET BT 6.9738 0 0 6.9738 135.987 181.016
Tm /Ty9 1 Tf (2) Tj ET BT 0.2788 Tc 9.9626 0 0 9.9626 143.224 182.51 Tm /Ty18
1 Tf (=1) Tj 0 Tc ET BT 9.9626 0 0 9.9626 160.382 182.51 Tm /Ty5 1 Tf (,)
Tj ET BT 10.16185 0 0 9.9626 69.679 156.396 Tm /Ty2 1 Tf (where) Tj ET BT
9.9626 0 0 9.9626 97.711 156.396 Tm /Ty25 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 104.225 160.011
Tm /Ty15 1 Tf (t) Tj ET BT 0.4118 Tc 9.9626 0 0 9.9626 111.826 156.396 Tm
/Ty18 1 Tf [ (=[) 411 (1) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 131.417 156.396
Tm /Ty5 1 Tf (/) Tj ET BT 9.9626 0 0 9.9626 136.398 156.396 Tm /Ty18 1 Tf
(3) Tj ET BT 9.9626 0 0 9.9626 141.38 156.396 Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 145.808 156.396
Tm /Ty18 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 150.789 156.396 Tm /Ty5 1 Tf
(/) Tj ET BT 9.9626 0 0 9.9626 155.77 156.396 Tm /Ty18 1 Tf (3) Tj ET BT 9.9626 0 0 9.9626 160.752 156.396
Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 165.179 156.396 Tm /Ty18 1 Tf
(1) Tj ET BT 9.9626 0 0 9.9626 170.161 156.396 Tm /Ty5 1 Tf (/) Tj ET BT 9.9626 0 0 9.9626 175.142 156.396
Tm /Ty18 1 Tf (3]) Tj ET BT 10.16185 0 0 9.9626 186.098 156.396 Tm /Ty2 1
Tf [ (if) -316 (t) 1 (he) -316 (algorithm) -316 (is) -315 (A) 132 (V) 15 (G;)
] TJ ET BT 9.9626 0 0 9.9626 70.037 144.44 Tm /Ty25 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 76.552 148.056
Tm /Ty15 1 Tf (t) Tj ET BT 0.5777 Tc 9.9626 0 0 9.9626 85.812 144.44 Tm /Ty17
1 Tf (\)) Tj /Ty16 1 Tf ({) Tj 0 Tc ET BT 0.0008 Tc 9.9626 0 0 9.9626 103.188 144.44
Tm /Ty18 1 Tf ([1) Tj 0 Tc ET BT 9.9626 0 0 9.9626 110.936 144.44 Tm /Ty5
1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 115.364 144.44 Tm /Ty18 1 Tf (0) Tj ET
BT 9.9626 0 0 9.9626 120.346 144.44 Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 124.773 144.44
Tm /Ty18 1 Tf (0]) Tj ET BT 9.9626 0 0 9.9626 132.522 144.44 Tm /Ty5 1 Tf
(,) Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 136.95 144.44 Tm /Ty18 1 Tf ([0)
Tj 0 Tc ET BT 9.9626 0 0 9.9626 144.699 144.44 Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 149.127 144.44
Tm /Ty18 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 154.108 144.44 Tm /Ty5 1 Tf (,)
Tj ET BT 9.9626 0 0 9.9626 158.536 144.44 Tm /Ty18 1 Tf (0]) Tj ET BT 9.9626 0 0 9.9626 166.284 144.44
Tm /Ty5 1 Tf (,) Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 170.712 144.44 Tm /Ty18
1 Tf ([0) Tj 0 Tc ET BT 9.9626 0 0 9.9626 178.461 144.44 Tm /Ty5 1 Tf (,)
Tj ET BT 9.9626 0 0 9.9626 182.889 144.44 Tm /Ty18 1 Tf (0) Tj ET BT 9.9626 0 0 9.9626 187.87 144.44
Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 192.298 144.44 Tm /Ty18 1 Tf (1])
Tj ET BT 9.9626 0 0 9.9626 200.047 144.44 Tm /Ty16 1 Tf (}) Tj ET BT 10.16185 0 0 9.9626 209.131 144.44
Tm /Ty2 1 Tf [ (if) -404 (the) -403 (algorithm) -404 (is) ] TJ ET BT 9.9626 0 0 9.9626 70.037 132.485
Tm /Ty2 1 Tf [ (MAX) -250 (or) -250 (MSD.) ] TJ ET BT 9.9626 0 0 9.9626 57.584 112.667
Tm /Ty2 1 Tf (3.) Tj ET BT 9.773311 0 0 9.9626 70.037 112.667 Tm /Ty2 1 Tf
[ (Loop) -254 (Steps) -255 (1) -254 (and) -255 (2) -254 (for) -255 (predened)
-254 (number) -255 (of) -254 (epochs) -255 (or) ] TJ ET BT 9.9626 0 0 9.9626 70.037 100.712
Tm /Ty2 1 Tf [ (until) -250 (con) 40 (v) 15 (er) 18 (gence.) ] TJ ET BT 9.9626 0 0 9.9626 62.067 81
Tm /Ty2 1 Tf [ (W) 80 (e) -250 -250 (present) -250 (the) -250 (follo)
25 (wing) -250 (ne) 15 (g) 5 (ati) 25 (v) 15 (e) -250 (result,) ] TJ ET Q
q 308.862 655.6969 64.30128 64.30128 re W n /Cs1 cs 1 1 1 sc 308.862 655.6969 64.30128 64.30129
re f Q q 308.862 655.646 64.35216 64.35216 re W n 38100 w 8 M /Cs1 CS 0.8156863
0.1568628 0.3098039 SC q 0.00003671811 0 0 -0.00003671811 309.8964 718.896
cm 0 0 1693025 1693026 re S Q [ 152400 114300 ] 0 d 0.1843137 0.3333333 0.5921569
SC q 0.00003671811 0 0 -0.00003671811 309.8964 718.896 cm 0 845127.5 m 0 378376.5
378996.6 0 846512.5 0 c 1314028 0 1693025 378376.5 1693025 845127.5 c 1693025
1311878 1314028 1690255 846512.5 1690255 c 378996.6 1690255 0 1311878 0 845127.5
c h S Q [ 38100 38100 ] 0 d 0.254902 0.4941176 0.2901961 SC q 0.00003671811 0 0 -0.00003671811 309.8964 718.896
cm 0 845127.5 m 846512.5 0 l 1693025 845127.5 l 846512.5 1690255 l h S Q Q
q 0 0 612 792 re W n BT 7.9701 0 0 7.9701 325.546 646.032 Tm /Ty2 1 Tf (\(a\))
Tj ET BT 7.9701 0 0 7.9701 336.385 646.032 Tm /Ty28 1 Tf (d) Tj ET BT 0.2954
Tc 7.9701 0 0 7.9701 343.095 646.032 Tm /Ty35 1 Tf (=2) Tj 0 Tc ET Q q 394.811 655.6965 64.34579 63.84073
re W n /Cs1 cs 1 1 1 sc 394.811 655.6965 64.34579 63.84073 re f Q q 394.811 655.646 64.35422 63.89124
re W n 38100 w 8 M /Cs1 CS 0.8156863 0.1568628 0.3098039 SC q 0.00003645512 0 0 -0.00003645512 411.5372 702.9878
cm 0 0 845128 845128 re S Q [ 152400 114300 ] 0 d 0.1843137 0.3333333 0.5921569
SC q 0.00003645512 0 0 -0.00003645512 405.1733 709.3517 cm 0 597131 m 0 267344.6
267344.6 0 597131 0 c 926917.3 0 1194262 267344.6 1194262 597131 c 1194262
926917.3 926917.3 1194262 597131 1194262 c 267344.6 1194262 0 926917.3 0 597131
c h S Q [ 38100 38100 ] 0 d 0.254902 0.4941176 0.2901961 SC q 0.00003645512 0 0 -0.00003645512 396.0821 718.4429
cm 0 845127.5 m 846513 0 l 1693026 845127.5 l 846513 1690255 l h S Q Q q 0 0 612 792
re W n BT 7.9701 0 0 7.9701 411.271 646.032 Tm /Ty2 1 Tf (\(b\)) Tj ET BT
7.9701 0 0 7.9701 422.557 646.032 Tm /Ty28 1 Tf (d) Tj ET BT 0.2954 Tc 7.9701 0 0 7.9701 429.267 646.032
Tm /Ty35 1 Tf (=4) Tj 0 Tc ET Q q 480.76 655.6544 64.34579 64.34579 re W n
/Cs1 cs 1 1 1 sc 480.76 655.6544 64.34579 64.3458 re f Q q 480.76 655.646 64.35422 64.35422
re W n 38100 w 8 M /Cs1 CS 0.8156863 0.1568628 0.3098039 SC q 0.00003645512 0 0 -0.00003645512 505.1464 695.5044
cm 0 0 423949 423950 re S Q [ 152400 114300 ] 0 d 0.1843137 0.3333333 0.5921569
SC q 0.00003645512 0 0 -0.00003645512 497.4694 703.1815 cm 0 422564 m 0 189188.3
189188.1 0 422563.5 0 c 655938.9 0 845127 189188.3 845127 422564 c 845127
655939.6 655938.9 845128 422563.5 845128 c 189188.1 845128 0 655939.6 0 422564
c h S Q [ 38100 38100 ] 0 d 0.254902 0.4941176 0.2901961 SC q 0.00003645512 0 0 -0.00003645512 482.0142 718.6366
cm 0 846513 m 846513 0 l 1693026 846513 l 846513 1693026 l h S Q Q q 0 0 612 792
re W n BT 7.9701 0 0 7.9701 497.443 646.032 Tm /Ty2 1 Tf (\(c\)) Tj ET BT
7.9701 0 0 7.9701 508.282 646.032 Tm /Ty28 1 Tf (d) Tj ET BT 0.2954 Tc 7.9701 0 0 7.9701 514.992 646.032
Tm /Ty35 1 Tf (=8) Tj 0 Tc ET BT 9.145728 0 0 8.9664 308.862 625.559 Tm /Ty2
1 Tf [ (Figure) -248 (2.) -311 (Illustration) -248 (of) -247 (feasible) -248
(domains) -248 (of) ] TJ ET BT 8.9664 0 0 8.9664 470.854 625.559 Tm /Ty11
1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 474.659 624.562 Tm /Ty14 1 Tf (!) Tj ET
BT 9.145728 0 0 8.9664 482.463 625.559 Tm /Ty2 1 Tf [ (-) -248 (\(red) -247
(re) 14 (gion\),) ] TJ ET BT 8.9664 0 0 8.9664 535.599 625.559 Tm /Ty11 1
Tf (!) Tj ET BT 5.9776 0 0 5.9776 539.404 624.562 Tm /Ty12 1 Tf (1) Tj ET
BT 9.145728 0 0 8.9664 543.555 625.559 Tm /Ty2 1 Tf (-) Tj ET BT 9.118829 0 0 8.9664 308.566 614.6
Tm /Ty2 1 Tf [ (\(green) -245 (dotted) -245 (re) 15 (gion\),) -245 (and) ]
TJ ET BT 8.9664 0 0 8.9664 405.238 614.6 Tm /Ty11 1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 409.043 613.603
Tm /Ty12 1 Tf (2) Tj ET BT 9.118829 0 0 8.9664 413.194 614.6 Tm /Ty2 1 Tf
[ (-) -245 (\(blue) -245 (dashed) -245 (re) 15 (gion\)) -245 (players) -245
(in) ] TJ ET BT 8.9664 0 0 8.9664 533.326 614.6 Tm /Ty21 1 Tf (R) Tj ET BT
5.9776 0 0 5.9776 539.802 618.409 Tm /Ty12 1 Tf (2) Tj ET BT 9.118829 0 0 8.9664 543.953 614.6
Tm /Ty2 1 Tf (,) Tj ET BT 8.84087 0 0 8.9664 308.539 603.641 Tm /Ty2 1 Tf
[ (when) -252 (the) -253 (b) 21 (udgets) -252 (satisfy) -253 (the) -252 (minimum)
-252 (requirements) -252 (of) -253 (Theorem) ] TJ ET /Cs1 cs 1 0 0 sc BT 8.84087 0 0 8.9664 539.604 603.641
Tm /Ty2 1 Tf (1) Tj ET /Cs2 cs 0 sc BT 8.84087 0 0 8.9664 544.0244 603.641
Tm /Ty2 1 Tf (,) Tj ET BT 8.930534 0 0 8.9664 308.862 589.587 Tm /Ty4 1 Tf
(i.e) Tj ET BT 8.930534 0 0 8.9664 317.542 589.587 Tm /Ty2 1 Tf (.,) Tj ET
BT 8.9664 0 0 8.9664 324.25 589.587 Tm /Ty11 1 Tf (") Tj ET BT 5.9776 0 0 5.9776 327.983 588.591
Tm /Ty14 1 Tf (!) Tj ET BT 8.9664 0 0 8.9664 338.348 589.587 Tm /Ty36 1 Tf
(=) Tj ET BT 5.9776 0 0 5.9776 349.365 593.261 Tm /Ty12 1 Tf (2) Tj ET 0.379
w q 1 0 0 1 349.272 591.829 cm 0 0 m 3.84 0 l S Q BT 5.9776 0 0 5.9776 349.272 586.545
Tm /Ty37 1 Tf (d) Tj ET BT 8.9664 0 0 8.9664 354.308 589.587 Tm /Ty11 1 Tf
(") Tj ET BT 5.9776 0 0 5.9776 358.041 588.591 Tm /Ty12 1 Tf (1) Tj ET BT
8.9664 0 0 8.9664 364.753 589.587 Tm /Ty36 1 Tf (=) Tj ET BT 8.9664 0 0 8.9664 374.481 599.946
Tm /Ty39 1 Tf (!) Tj ET q 1 0 0 1 383.697 600.135 cm 0 0 m 6.231 0 l S Q BT
5.9776 0 0 5.9776 384.986 593.261 Tm /Ty12 1 Tf (2) Tj ET q 1 0 0 1 384.892 591.829
cm 0 0 m 3.84 0 l S Q BT 5.9776 0 0 5.9776 384.892 586.545 Tm /Ty37 1 Tf (d)
Tj ET BT 8.9664 0 0 8.9664 389.928 589.587 Tm /Ty11 1 Tf (") Tj ET BT 5.9776 0 0 5.9776 393.662 588.591
Tm /Ty12 1 Tf (2) Tj ET BT 8.930534 0 0 8.9664 397.813 589.587 Tm /Ty2 1 Tf
[ (.) -311 (W) 80 (e) -251 (notice) -251 (that) -251 (when) ] TJ ET BT 8.9664 0 0 8.9664 478.037 589.587
Tm /Ty10 1 Tf (d) Tj ET BT 0.2864 Tc 8.9664 0 0 8.9664 485.373 589.587 Tm
/Ty36 1 Tf (=2) Tj 0 Tc ET BT 8.930534 0 0 8.9664 499.709 589.587 Tm /Ty2
1 Tf [ (,) -251 (the) -251 (feasible) ] TJ ET BT 8.787072 0 0 8.9664 308.862 576.962
Tm /Ty2 1 Tf [ (re) 15 (gions) -214 (of) ] TJ ET BT 8.9664 0 0 8.9664 345.689 576.962
Tm /Ty36 1 Tf (1) Tj ET BT 8.787072 0 0 8.9664 350.296 576.962 Tm /Ty2 1 Tf
[ (-) -215 (and) ] TJ ET BT 8.9664 0 0 8.9664 369.684 576.962 Tm /Ty36 1 Tf
(2) Tj ET BT 8.787072 0 0 8.9664 374.291 576.962 Tm /Ty2 1 Tf [ (-players)
-215 (are) -214 (contained) -215 (in) -215 (the) -214 (re) 15 (gion) -215
(of) ] TJ ET BT 8.9664 0 0 8.9664 507.901 576.962 Tm /Ty11 1 Tf (!) Tj ET
BT 5.9776 0 0 5.9776 511.706 575.966 Tm /Ty14 1 Tf (!) Tj ET BT 8.787072 0 0 8.9664 519.51 576.962
Tm /Ty2 1 Tf [ (-player) 41 (,) ] TJ ET BT 8.787072 0 0 8.9664 308.539 566.003
Tm /Ty2 1 Tf [ (while) -207 (with) -208 (the) -207 (increase) -208 (of) -207
(dimension) -207 (of) -208 (data,) -217 (the) -207 (in) 41 (v) 15 (erse) -207
(case) -208 (occurs) ] TJ ET BT 9.127795 0 0 8.9664 308.862 555.044 Tm /Ty2
1 Tf [ (and) -246 (the) -247 (fe) 1 (asible) -247 (re) 15 (gion) -246 (of)
] TJ ET BT 8.9664 0 0 8.9664 403.613 555.044 Tm /Ty11 1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 407.418 554.048
Tm /Ty14 1 Tf (!) Tj ET BT 9.127795 0 0 8.9664 415.222 555.044 Tm /Ty2 1 Tf
[ (-player) -246 (is) -247 (s) 1 (trictly) -247 (dominated) -246 (by) -246
(that) ] TJ ET BT 8.9664 0 0 8.9664 308.862 544.085 Tm /Ty2 1 Tf (of) Tj ET
BT 8.9664 0 0 8.9664 318.572 544.085 Tm /Ty11 1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 322.378 543.089
Tm /Ty12 1 Tf (1) Tj ET BT 8.9664 0 0 8.9664 326.529 544.085 Tm /Ty2 1 Tf
[ (-player) 55 (.) -310 (Best) -250 (vie) 25 (w) -250 (in) -250 (color) 55
(.) ] TJ ET BT 10.16185 0 0 9.9626 308.533 521.02 Tm /Ty1 1 Tf [ (Theor) 18
(em) -666 (1.) ] TJ ET BT 10.16185 0 0 9.9626 370.073 521.02 Tm /Ty4 1 Tf
(Let) Tj ET BT 9.9626 0 0 9.9626 389.821 521.02 Tm /Ty5 1 Tf Tj ET BT
9.9626 0 0 9.9626 406.498 521.02 Tm /Ty17 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 424.922 521.02
Tm /Ty18 1 Tf (4) Tj ET BT 9.9626 0 0 9.9626 429.903 521.02 Tm /Ty5 1 Tf (/)
Tj ET BT 9.9626 0 0 9.9626 434.884 529.51 Tm /Ty17 1 Tf (-) Tj ET 0.398 w
q 1 0 0 1 443.186 529.709 cm 0 0 m 5.185 0 l S Q BT 9.9626 0 0 9.9626 443.186 521.02
Tm /Ty5 1 Tf (d) Tj ET BT 10.16185 0 0 9.9626 448.372 521.02 Tm /Ty4 1 Tf
(,) Tj ET BT 9.9626 0 0 9.9626 458.741 521.02 Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 462.784 519.525
Tm /Ty8 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 481.9 521.02 Tm /Ty17 1 Tf (")
Tj ET BT 9.9626 0 0 9.9626 500.323 521.02 Tm /Ty18 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 505.304 521.02
Tm /Ty5 1 Tf Tj ET BT 10.16185 0 0 9.9626 511.307 521.02 Tm /Ty4 1 Tf
(,) Tj ET BT 9.9626 0 0 9.9626 521.676 521.02 Tm /Ty5 1 Tf (p) Tj ET BT 9.9626 0 0 9.9626 537.363 521.02
Tm /Ty17 1 Tf (&) Tj ET BT 9.9626 0 0 9.9626 308.862 509.065 Tm /Ty18 1 Tf
(0) Tj ET BT 9.9626 0 0 9.9626 313.843 509.065 Tm /Ty5 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 316.611 509.065
Tm /Ty18 1 Tf (977) Tj ET BT 10.16185 0 0 9.9626 331.555 509.065 Tm /Ty4 1
Tf [ (.) -1177 (If) -537 (one) -536 (uses) -536 (MAX) -536 (and) -536 (MSD)
-536 (to) -537 (tr) 15 (ain) -536 (the) -537 (soft) ] TJ ET BT 10.16185 0 0 9.9626 308.613 493.707
Tm /Ty4 1 Tf [ (SVM) -484 (model) -484 (given) ] TJ ET BT 9.9626 0 0 9.9626 389.966 493.707
Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 394.01 492.213 Tm /Ty8 1 Tf (!)
Tj ET BT 9.9626 0 0 9.9626 409.713 493.707 Tm /Ty17 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 426.008 497.63
Tm /Ty9 1 Tf (2) Tj ET q 1 0 0 1 425.92 496.198 cm 0 0 m 4.147 0 l S Q BT
6.9738 0 0 6.9738 425.92 490.272 Tm /Ty15 1 Tf (d) Tj ET BT 9.9626 0 0 9.9626 431.263 493.707
Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 435.307 492.213 Tm /Ty9 1 Tf (1)
Tj ET BT 10.16185 0 0 9.9626 444.694 493.707 Tm /Ty4 1 Tf (and) Tj ET BT 9.9626 0 0 9.9626 464.856 493.707
Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 468.899 492.213 Tm /Ty8 1 Tf (!)
Tj ET BT 9.9626 0 0 9.9626 484.603 493.707 Tm /Ty17 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 499.614 505.214
Tm /Ty27 1 Tf (') Tj ET q 1 0 0 1 509.577 505.413 cm 0 0 m 6.538 0 l S Q BT
6.9738 0 0 6.9738 510.861 497.63 Tm /Ty9 1 Tf (2) Tj ET q 1 0 0 1 510.773 496.198
cm 0 0 m 4.147 0 l S Q BT 6.9738 0 0 6.9738 510.773 490.272 Tm /Ty15 1 Tf
(d) Tj ET BT 9.9626 0 0 9.9626 516.115 493.707 Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 520.159 492.213
Tm /Ty9 1 Tf (2) Tj ET BT 10.16185 0 0 9.9626 524.629 493.707 Tm /Ty4 1 Tf
[ (,) -544 (the) ] TJ ET BT 10.16185 0 0 9.9626 308.862 479.765 Tm /Ty4 1
Tf [ (loss) -378 (incurr) 37 (ed) -378 (by) -378 (the) ] TJ ET BT 9.9626 0 0 9.9626 396.664 479.765
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 400.816 478.271 Tm /Ty8 1 Tf (!)
Tj ET BT 10.16185 0 0 9.9626 409.256 479.765 Tm /Ty4 1 Tf [ (-player) -378
(\() ] TJ ET BT 9.9626 0 0 9.9626 445.825 479.765 Tm /Ty6 1 Tf (!) Tj ET BT
6.9738 0 0 6.9738 449.976 478.271 Tm /Ty8 1 Tf (!) Tj ET BT 10.16185 0 0 9.9626 458.417 479.765
Tm /Ty4 1 Tf [ (-adver) 10 (sary\)) -378 (is) -378 (l) 1 (ar) 36 (g) 10 (er)
] TJ ET BT 10.16185 0 0 9.9626 308.862 467.81 Tm /Ty4 1 Tf [ (than) -554 (that)
-555 (by) -554 (the) ] TJ ET BT 9.9626 0 0 9.9626 387.288 467.81 Tm /Ty6 1
Tf (!) Tj ET BT 6.9738 0 0 6.9738 391.439 466.315 Tm /Ty9 1 Tf (1) Tj ET BT
10.16185 0 0 9.9626 395.908 467.81 Tm /Ty4 1 Tf [ (-player) -554 (\() ] TJ
ET BT 9.9626 0 0 9.9626 434.273 467.81 Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 438.424 466.315
Tm /Ty9 1 Tf (1) Tj ET BT 10.16185 0 0 9.9626 442.894 467.81 Tm /Ty4 1 Tf
[ (-adver) 10 (sary\)) -555 (and) -554 (the) ] TJ ET BT 9.9626 0 0 9.9626 534.761 467.81
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 538.912 466.315 Tm /Ty9 1 Tf (2)
Tj ET BT 10.16185 0 0 9.9626 543.382 467.81 Tm /Ty4 1 Tf (-) Tj ET BT 10.16185 0 0 9.9626 308.862 455.855
Tm /Ty4 1 Tf [ (player) -488 (\() ] TJ ET BT 9.9626 0 0 9.9626 343.165 455.855
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 347.316 454.36 Tm /Ty9 1 Tf (2)
Tj ET BT 10.16185 0 0 9.9626 351.785 455.855 Tm /Ty4 1 Tf [ (-adver) 10 (sary\))
-488 (at) -488 (any) -487 (time) ] TJ ET BT 9.9626 0 0 9.9626 458.991 455.855
Tm /Ty5 1 Tf (t) Tj ET BT 10.16185 0 0 9.9626 467.544 455.855 Tm /Ty4 1 Tf
[ (for) -488 (any) -487 (data) -488 (sam-) ] TJ ET BT 10.11204 0 0 9.9626 308.862 443.9
Tm /Ty4 1 Tf [ (pled) -247 (fr) 45 (om) -247 (the) -246 (distrib) 19 (ution)
] TJ ET BT 9.9626 0 0 9.9626 414.263 443.9 Tm /Ty16 1 Tf (D) Tj ET BT 10.11204 0 0 9.9626 422.225 443.9
Tm /Ty4 1 Tf (,) Tj ET BT 10.11204 0 0 9.9626 427.248 443.9 Tm /Ty2 1 Tf (i.e)
Tj ET BT 10.11204 0 0 9.9626 437.077 443.9 Tm /Ty4 1 Tf (.,) Tj ET BT 9.9626 0 0 9.9626 444.627 443.9
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 448.779 442.405 Tm /Ty4 1 Tf (soft)
Tj ET BT 9.9626 0 0 9.9626 461.014 451.969 Tm /Ty27 1 Tf (%) Tj ET BT 9.9626 0 0 9.9626 465.58 443.9
Tm /Ty20 1 Tf (w) Tj ET BT 6.9738 0 0 6.9738 474.014 447.515 Tm /Ty8 1 Tf
(%) Tj ET BT 9.9626 0 0 9.9626 480.739 443.9 Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 484.613 443.9
Tm /Ty20 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 492.874 443.9 Tm /Ty18 1 Tf (+)
Tj ET BT 9.9626 0 0 9.9626 502.836 443.9 Tm /Ty25 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 508.42 447.515
Tm /Ty15 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 508.039 441.437 Tm /Ty8 1 Tf
(!) Tj ET BT 9.9626 0 0 9.9626 516.48 443.9 Tm /Ty18 1 Tf (\)) Tj ET BT 0.1678
Tc 9.9626 0 0 9.9626 520.354 443.9 Tm /Ty5 1 Tf (,y) Tj 0 Tc ET BT 9.9626 0 0 9.9626 530.024 451.969
Tm /Ty27 1 Tf (&) Tj ET BT 9.9626 0 0 9.9626 537.363 443.9 Tm /Ty17 1 Tf (")
Tj ET BT 9.9626 0 0 9.9626 308.862 430.948 Tm /Ty18 1 Tf [ (m) -0.3 (ax) ]
TJ ET BT 6.9738 0 0 6.9738 327.404 429.149 Tm /Ty15 1 Tf (p) Tj ET BT 0.0008
Tc 6.9738 0 0 6.9738 331.511 429.149 Tm /Ty8 1 Tf (") Tj /Ty7 1 Tf ({) Tj
0 Tc ET BT 6.9738 0 0 6.9738 340.961 429.149 Tm /Ty9 1 Tf (1) Tj ET BT 6.9738 0 0 6.9738 344.932 429.149
Tm /Ty15 1 Tf (,) Tj ET BT 6.9738 0 0 6.9738 347.299 429.149 Tm /Ty9 1 Tf
(2) Tj ET BT 6.9738 0 0 6.9738 351.27 429.149 Tm /Ty7 1 Tf (}) Tj ET BT 9.9626 0 0 9.9626 357.51 430.948
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 361.661 429.454 Tm /Ty4 1 Tf (soft)
Tj ET BT 9.9626 0 0 9.9626 373.897 439.018 Tm /Ty27 1 Tf (%) Tj ET BT 9.9626 0 0 9.9626 378.463 430.948
Tm /Ty20 1 Tf (w) Tj ET BT 6.9738 0 0 6.9738 386.897 434.563 Tm /Ty8 1 Tf
(%) Tj ET BT 9.9626 0 0 9.9626 393.622 430.948 Tm /Ty18 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 397.496 430.948 Tm /Ty20 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 405.757 430.948
Tm /Ty18 1 Tf (+) Tj ET BT 9.9626 0 0 9.9626 415.719 430.948 Tm /Ty25 1 Tf
(!) Tj ET BT 6.9738 0 0 6.9738 421.302 434.563 Tm /Ty15 1 Tf (t) Tj ET BT
6.9738 0 0 6.9738 420.922 428.485 Tm /Ty15 1 Tf (p) Tj ET BT 9.9626 0 0 9.9626 425.527 430.948
Tm /Ty18 1 Tf (\)) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 429.401 430.948 Tm
/Ty5 1 Tf (,y) Tj 0 Tc ET BT 9.9626 0 0 9.9626 439.071 439.018 Tm /Ty27 1
Tf (&) Tj ET BT 9.9626 0 0 9.9626 445.298 430.948 Tm /Ty5 1 Tf (,) Tj ET BT
9.9626 0 0 9.9626 449.725 430.948 Tm /Ty17 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 455.26 430.948
Tm /Ty5 1 Tf (t) Tj ET BT 10.16185 0 0 9.9626 458.858 430.948 Tm /Ty4 1 Tf
(,) Tj ET BT 9.9626 0 0 9.9626 465.237 430.948 Tm /Ty17 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 470.772 430.948 Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 474.646 430.948
Tm /Ty20 1 Tf (x) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 480.693 430.948 Tm
/Ty5 1 Tf (,y) Tj 0 Tc ET BT 9.9626 0 0 9.9626 490.362 430.948 Tm /Ty18 1
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[ (T) 78 (o) -320 (test) -321 (our) -321 (conjecture,) -339 (we) -321 (introduce)
-321 (a) -321 (linear) -320 (model) -321 (as) ] TJ ET BT 9.763348 0 0 9.9626 50.112 532.216
Tm /Ty2 1 Tf [ (follo) 26 (ws.) -317 (The) -255 (linear) -254 (model) ] TJ
ET BT 9.9626 0 0 9.9626 153.968 532.216 Tm /Ty5 1 Tf (f) Tj ET BT 6.9738 0 0 6.9738 158.846 530.721
Tm /Ty19 1 Tf (w) Tj ET BT 9.763348 0 0 9.9626 168.452 532.216 Tm /Ty2 1 Tf
[ (is) -255 (parameterized) -255 (by) ] TJ ET BT 9.9626 0 0 9.9626 247.492 532.216
Tm /Ty20 1 Tf (w) Tj ET BT 9.763348 0 0 9.9626 258.414 532.216 Tm /Ty2 1 Tf
[ (and) -255 (op-) ] TJ ET BT 9.872937 0 0 9.9626 50.112 520.26 Tm /Ty2 1
Tf [ (timized) -252 (by) -253 (gradient-based) -252 (algorithms) -253 (such)
-252 (as) -253 (AdaGrad) -252 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 9.872937 0 0 9.9626 273.2009 520.26
Tm /Ty2 1 Tf (10) Tj ET /Cs2 cs 0 sc BT 9.872937 0 0 9.9626 283.0738 520.26
Tm /Ty2 1 Tf (]) Tj ET BT 10.16185 0 0 9.9626 50.112 508.305 Tm /Ty2 1 Tf
[ (or) -266 (Adam) -266 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 10.16185 0 0 9.9626 92.20239 508.305
Tm /Ty2 1 Tf (20) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 102.3642 508.305
Tm /Ty2 1 Tf [ (].) -367 (The) -266 (parameter) -266 (at) -266 (time) -266
(\(epoch\)) ] TJ ET BT 9.9626 0 0 9.9626 238.406 508.305 Tm /Ty5 1 Tf (t)
Tj ET BT 10.16185 0 0 9.9626 244.708 508.305 Tm /Ty2 1 Tf [ (is) -266 (denoted)
] TJ ET BT 10.16185 0 0 9.9626 50.112 496.35 Tm /Ty2 1 Tf (by) Tj ET BT 9.9626 0 0 9.9626 63.241 496.35
Tm /Ty20 1 Tf (w) Tj ET BT 6.9738 0 0 6.9738 71.675 499.965 Tm /Ty15 1 Tf
(t) Tj ET BT 10.16185 0 0 9.9626 75.182 496.35 Tm /Ty2 1 Tf [ (.) -445 (The)
-292 (loss) -292 (funct) 1 (ion) -292 (of) -292 (each) -292 (player) -292
(is) -292 (denoted) -292 (by) ] TJ ET BT 9.9626 0 0 9.9626 276.014 496.35
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 280.165 494.856 Tm /Ty15 1 Tf
(k) Tj ET BT 10.16185 0 0 9.9626 285.067 496.35 Tm /Ty2 1 Tf (,) Tj ET BT
10.16185 0 0 9.9626 49.753 484.395 Tm /Ty2 1 Tf (where) Tj ET BT 9.9626 0 0 9.9626 77.106 484.395
Tm /Ty5 1 Tf (k) Tj ET BT 9.9626 0 0 9.9626 85.442 484.395 Tm /Ty17 1 Tf (\))
Tj ET BT 9.9626 0 0 9.9626 94.919 484.395 Tm /Ty18 1 Tf ([) Tj ET BT 9.9626 0 0 9.9626 97.686 484.395
Tm /Ty5 1 Tf (K) Tj ET BT 9.9626 0 0 9.9626 106.86 484.395 Tm /Ty18 1 Tf (])
Tj ET BT 10.16185 0 0 9.9626 109.628 484.395 Tm /Ty2 1 Tf [ (,) -250 (which)
-248 (is) ] TJ ET BT 9.9626 0 0 9.9626 151.373 484.395 Tm /Ty5 1 Tf (L) Tj
ET BT 10.16185 0 0 9.9626 158.153 484.395 Tm /Ty2 1 Tf [ (-smooth) -249 (and)
] TJ ET BT 9.9626 0 0 9.9626 211.192 484.395 Tm /Ty5 1 Tf Tj ET BT 10.16185 0 0 9.9626 217.195 484.395
Tm /Ty2 1 Tf [ (-strongly) -249 (con) 40 (v) 14 (e) 15 (x,) ] TJ ET BT 10.16185 0 0 9.9626 50.112 472.44
Tm /Ty2 1 Tf [ (and) -299 (the) -298 (corresponding) -299 (gradient) -299
(at) -299 (time) ] TJ ET BT 9.9626 0 0 9.9626 212.258 472.44 Tm /Ty5 1 Tf
(t) Tj ET BT 10.16185 0 0 9.9626 218.891 472.44 Tm /Ty2 1 Tf [ (is) -299 (denoted)
-298 (as) ] TJ ET BT 9.9626 0 0 9.9626 275.413 472.44 Tm /Ty5 1 Tf (g) Tj
ET BT 6.9738 0 0 6.9738 280.522 476.055 Tm /Ty15 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 280.165 469.618
Tm /Ty15 1 Tf (k) Tj ET BT 10.16185 0 0 9.9626 285.067 472.44 Tm /Ty2 1 Tf
(,) Tj ET BT 10.16185 0 0 9.9626 49.753 460.485 Tm /Ty2 1 Tf (where) Tj ET
BT 9.9626 0 0 9.9626 77.94 460.485 Tm /Ty5 1 Tf (k) Tj ET BT 9.9626 0 0 9.9626 87.82 460.485
Tm /Ty17 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 98.842 460.485 Tm /Ty18 1 Tf
([) Tj ET BT 9.9626 0 0 9.9626 101.609 460.485 Tm /Ty5 1 Tf (K) Tj ET BT 9.9626 0 0 9.9626 110.783 460.485
Tm /Ty18 1 Tf (]) Tj ET BT 10.16185 0 0 9.9626 116.912 460.485 Tm /Ty2 1 Tf
[ (for) -331 (all) ] TJ ET BT 9.9626 0 0 9.9626 145.646 460.485 Tm /Ty5 1
Tf (t) Tj ET BT 10.16185 0 0 9.9626 149.243 460.485 Tm /Ty2 1 Tf [ (.) -561
(W) 78 (e) -330 (assume) -331 (that) -331 (for) -331 (a) -330 (sequence) ]
TJ ET BT 9.9626 0 0 9.9626 50.112 448.529 Tm /Ty16 1 Tf ({) Tj ET BT 9.9626 0 0 9.9626 55.093 448.529
Tm /Ty20 1 Tf (w) Tj ET BT 6.9738 0 0 6.9738 63.527 452.145 Tm /Ty15 1 Tf
(t) Tj ET BT 9.9626 0 0 9.9626 67.035 448.529 Tm /Ty16 1 Tf (}) Tj ET BT 6.9738 0 0 6.9738 72.016 446.73
Tm /Ty15 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 75.025 446.73 Tm /Ty8 1 Tf (")
Tj ET BT 0.0004 Tc 6.9738 0 0 6.9738 80.394 446.73 Tm /Ty9 1 Tf ([1) Tj 0
Tc ET BT 6.9738 0 0 6.9738 86.621 446.73 Tm /Ty15 1 Tf (,) Tj ET BT 6.9738 0 0 6.9738 88.987 446.73
Tm /Ty8 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 96.93 446.73 Tm /Ty9 1 Tf (])
Tj ET BT 10.09211 0 0 9.9626 102.183 448.529 Tm /Ty2 1 Tf [ (generated) -248
(by) -247 (an) 14 (y) -247 (gradient-based) -248 (optimization) ] TJ ET BT
9.912787 0 0 9.9626 50.112 436.574 Tm /Ty2 1 Tf [ (algorithm,) -251 (the)
-250 (set) -251 (of) -250 (gradient) -250 (v) 15 (ectors) ] TJ ET BT 9.9626 0 0 9.9626 198.386 436.574
Tm /Ty16 1 Tf ({) Tj ET BT 9.9626 0 0 9.9626 203.367 436.574 Tm /Ty5 1 Tf
(g) Tj ET BT 6.9738 0 0 6.9738 208.477 440.19 Tm /Ty15 1 Tf (t) Tj ET BT 6.9738 0 0 6.9738 208.119 433.753
Tm /Ty15 1 Tf (k) Tj ET BT 9.9626 0 0 9.9626 213.021 436.574 Tm /Ty16 1 Tf
(}) Tj ET BT 6.9738 0 0 6.9738 218.002 434.775 Tm /Ty15 1 Tf (k) Tj ET BT
6.9738 0 0 6.9738 222.406 434.775 Tm /Ty8 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 227.775 434.775
Tm /Ty9 1 Tf ([) Tj ET BT 6.9738 0 0 6.9738 230.03 434.775 Tm /Ty15 1 Tf (K)
Tj ET BT 6.9738 0 0 6.9738 237.213 434.775 Tm /Ty9 1 Tf (]) Tj ET BT 9.912787 0 0 9.9626 242.45 436.574
Tm /Ty2 1 Tf [ (at) -250 (an) 15 (y) -251 (time) ] TJ ET BT 9.9626 0 0 9.9626 50.112 424.619
Tm /Ty5 1 Tf (t) Tj ET BT 10.16185 0 0 9.9626 57.064 424.619 Tm /Ty2 1 Tf
[ (and) -330 (at) -330 (an) 15 (y) -330 (partial) -330 (limit) -330 (is) -330
(linearly) -330 (independent) -331 (unles) 1 (s) -331 (a) ] TJ ET BT 10.16185 0 0 9.9626 50.112 412.664
Tm /Ty2 1 Tf [ (locally) -247 (optimal) -247 (solution) -247 (is) -247 (achie)
24 (v) 15 (ed.) -310 (All) -247 (loss) -247 (functions) -247 (are) ] TJ ET
BT 9.892862 0 0 9.9626 50.112 400.709 Tm /Ty2 1 Tf [ (dif) 25 (ferentiable,)
-251 (and) -250 (all) -250 (sub-le) 25 (v) 15 (el) -250 (sets) -251 (are)
-250 (bounded.) -312 (The) -250 (learn-) ] TJ ET BT 10.16185 0 0 9.9626 50.112 388.753
Tm /Ty2 1 Tf [ (ing) -264 (rate) -264 (is) -263 (denoted) -264 (by) ] TJ ET
BT 9.9626 0 0 9.9626 140.846 388.753 Tm /Ty6 1 Tf (#) Tj ET BT 10.16185 0 0 9.9626 148.83 388.753
Tm /Ty2 1 Tf [ (such) -264 (that) ] TJ ET BT 0.3495 Tc 9.9626 0 0 9.9626 188.061 388.753
Tm /Ty6 1 Tf (#) Tj /Ty5 1 Tf (<) Tj 0 Tc ET BT 6.9738 0 0 6.9738 209.294 392.676
Tm /Ty9 1 Tf (2) Tj ET 0.398 w q 1 0 0 1 208.547 391.244 cm 0 0 m 5.466 0
l S Q BT 6.9738 0 0 6.9738 208.547 385.318 Tm /Ty15 1 Tf (L) Tj ET BT 10.16185 0 0 9.9626 215.208 388.753
Tm /Ty2 1 Tf [ (.) -360 (W) 78 (e) -263 (also) -264 (assume) ] TJ ET BT 9.9626 0 0 9.9626 50.112 376.798
Tm /Ty2 1 Tf [ (that) -250 (the) -250 (domain) -250 (of) -250 (weights) -250
(is) -250 (open) -250 (and) -250 (con) 40 (v) 15 (e) 15 (x.) ] TJ ET BT 9.932712 0 0 9.9626 62.067 364.774
Tm /Ty2 1 Tf [ (T) 80 (o) -252 (generalize) -251 (our) -252 (theoretical)
-252 (results,) -252 (we) -252 (sho) 25 (w) -252 (that) -251 (under) ] TJ
ET BT 10.16185 0 0 9.9626 50.112 352.818 Tm /Ty2 1 Tf [ (this) -284 (linear)
-284 (model,) -294 (MAX) -283 (and) -284 (MSD) -284 (still) -284 (do) -284
(not) -284 (con) 39 (v) 15 (er) 17 (ge) -284 (if) ] TJ ET BT 9.9626 0 0 9.9626 50.112 340.863
Tm /Ty2 1 Tf [ (one) -250 (player) -250 (dominates) -250 (the) -250 (g) 5
(ame.) ] TJ ET BT 9.862974 0 0 9.9626 49.783 320.729 Tm /Ty1 1 Tf [ (Theor)
18 (em) -252 (4.) ] TJ ET BT 9.862974 0 0 9.9626 102.805 320.729 Tm /Ty4 1
Tf [ (Consider) -252 (using) -252 (MAX) -252 (and) -252 (MSD) -252 (to) -252
(tr) 15 (ai) 1 (n) -252 (the) -252 (lin-) ] TJ ET BT 9.803198 0 0 9.9626 50.112 308.774
Tm /Ty4 1 Tf [ (ear) -254 (model) -254 (described) -254 (abo) 11 (ve) 15 (.)
-315 (If) -254 (one) -254 (player) -254 (dominates) -253 (the) -254 (bar)
20 (-) ] TJ ET BT 10.09211 0 0 9.9626 50.112 296.819 Tm /Ty4 1 Tf [ (gaining)
-248 (game) -248 (thr) 45 (oughout) -248 (the) -248 (game) -248 (\(see) -248
(Denition) ] TJ ET /Cs1 cs 1 0 0 sc BT 10.09211 0 0 9.9626 255.5471 296.819
Tm /Ty4 1 Tf (2) Tj ET /Cs2 cs 0 sc BT 10.09211 0 0 9.9626 260.5931 296.819
Tm /Ty4 1 Tf [ (\),) -248 (then) ] TJ ET BT 9.793236 0 0 9.9626 50.112 284.864
Tm /Ty4 1 Tf [ (the) -255 (loss) -256 (of) -255 (all) -255 (player) 10 (s)
-255 (and) -256 (t) 1 (he) -256 (o) 10 (ver) 16 (all) -256 (loss) -255 (would)
-255 (incr) 37 (eas) 1 (e) -256 (as) ] TJ ET BT 9.843049 0 0 9.9626 50.112 272.909
Tm /Ty4 1 Tf (time) Tj ET BT 9.9626 0 0 9.9626 69.546 272.909 Tm /Ty5 1 Tf
(t) Tj ET BT 9.843049 0 0 9.9626 75.628 272.909 Tm /Ty4 1 Tf [ (gr) 46 (ows.)
-314 (This) -252 (means) -253 (that) -252 (the) -252 (tr) 15 (aining) -253
(pr) 46 (ocedur) 37 (e) -252 (for) -252 (the) ] TJ ET BT 9.9626 0 0 9.9626 50.112 260.953
Tm /Ty4 1 Tf [ (linear) -250 (model) -250 (described) -250 (abo) 10 (ve) -250
(does) -250 (not) -250 (con) 40 (ver) 37 (g) 10 (e) 15 (.) ] TJ ET BT 10.16185 0 0 9.9626 62.067 240.82
Tm /Ty2 1 Tf [ (While) -269 (we) -268 (ha) 19 (v) 15 (e) -268 (sho) 24 (wn)
-269 (that) -268 (MAX) -269 (and) -268 (MSD) -269 (do) -268 (not) -269 (con-)
] TJ ET BT 10.16185 0 0 9.9626 49.863 228.864 Tm /Ty2 1 Tf [ (v) 15 (er) 17
(ge) -306 (under) -306 (the) -306 (tw) 10 (o) -307 (models) -306 (that) -306
(we) -306 (study) 64 (,) -322 (we) -306 (notice) -306 (that) ] TJ ET BT 10.16185 0 0 9.9626 49.753 216.909
Tm /Ty2 1 Tf [ (A) 132 (V) 15 (G) -258 (pro) 15 (v) 24 (ably) -257 (con) 39
(v) 14 (er) 18 (ges) -258 (as) -258 (the) -257 (loss) -258 (is) -258 (decreasing)
] TJ ET BT 10.16185 0 0 9.9626 254.351 216.909 Tm /Ty4 1 Tf [ (w) 73 (.r)
108 (.t) ] TJ ET BT 10.16185 0 0 9.9626 273.944 216.909 Tm /Ty2 1 Tf (the)
Tj ET BT 9.9626 0 0 9.9626 50.112 204.954 Tm /Ty2 1 Tf [ (number) -250 (of)
-250 (epochs.) -310 (See) -250 (the) -250 (follo) 25 (wing) -250 (theorem.)
] TJ ET BT 9.763348 0 0 9.9626 49.783 184.82 Tm /Ty1 1 Tf [ (Theor) 18 (em)
-211 (5.) ] TJ ET BT 9.763348 0 0 9.9626 101.208 184.82 Tm /Ty4 1 Tf [ (Using)
-211 (A) 107 (VG) -211 (to) -211 (tr) 16 (ain) -211 (the) -211 (linear) -211
(model,) -220 (the) -211 (o) 10 (ve) 1 (r) 15 (all) ] TJ ET BT 9.9626 0 0 9.9626 50.112 172.865
Tm /Ty4 1 Tf [ (loss) -250 (decr) 37 (eases) -250 (as) -250 (time) ] TJ ET
BT 9.9626 0 0 9.9626 140.502 172.865 Tm /Ty5 1 Tf (t) Tj ET BT 9.9626 0 0 9.9626 146.59 172.865
Tm /Ty4 1 Tf [ (gr) 45 (ows.) ] TJ ET BT 9.763348 0 0 9.9626 62.067 152.731
Tm /Ty2 1 Tf [ (This) -225 (theorem) -224 (sho) 25 (ws) -225 (that) -224 (under)
-225 (the) -225 (same) -225 (setting,) -230 (while) -225 (the) ] TJ ET BT
9.882899 0 0 9.9626 50.112 140.776 Tm /Ty2 1 Tf [ (loss) -252 (of) -252 (each)
-252 (player) -252 (and) -253 (the) -252 (o) 15 (v) 16 (erall) -253 (loss)
-252 (will) -252 (increase) -252 (as) -252 (time) ] TJ ET BT 10.16185 0 0 9.9626 50.112 128.821
Tm /Ty2 1 Tf [ (gro) 25 (ws) -260 (with) -259 (MAX) -259 (and) -260 (MSD,)
-259 (the) -259 (o) 14 (v) 15 (erall) -259 (loss) -259 (will) -260 (decrease)
] TJ ET BT 9.763348 0 0 9.9626 49.753 116.866 Tm /Ty2 1 Tf [ (with) -220 (A)
138 (V) 16 (G.) -220 (The) -220 (k) 11 (e) 15 (y) -220 (f) 11 (actor) -220
(that) -219 (results) -220 (in) -219 (the) -220 (non-con) 41 (v) 15 (er) 19
(gence) ] TJ ET BT 9.912787 0 0 9.9626 50.112 104.91 Tm /Ty2 1 Tf [ (phenomenon)
-250 (with) -250 (MAX) -250 (and) -250 (MSD) -251 (is) -250 (the) -250 (player)
-250 (domination) ] TJ ET BT 10.16185 0 0 9.9626 50.112 92.955 Tm /Ty2 1 Tf
[ (phenomenon,) -297 (where) -286 (players) -286 (reach) -286 (the) -286 (same)
-287 (disagreement) ] TJ ET BT 10.16185 0 0 9.9626 50.112 81 Tm /Ty2 1 Tf
[ (point) -383 (all) -382 (the) -383 (time,) -417 (leading) -383 (to) -382
(an) -383 (increase) -382 (in) -383 (loss.) -717 (Since) ] TJ ET 0.797 w q
1 0 0 1 308.862 719.601 cm 0 0 m 236.25 0 l S Q BT 10.02238 0 0 9.9626 308.503 710.346
Tm /Ty1 1 Tf [ (Algorithm) -249 (2) ] TJ ET BT 10.02238 0 0 9.9626 363.037 710.346
Tm /Ty2 1 Tf [ (Frame) 25 (w) 10 (ork) -249 (of) -248 (Multi-tar) 18 (get)
-249 (Adv) 15 (ersarial) -249 (T) 35 (rain-) ] TJ ET BT 9.9626 0 0 9.9626 308.862 698.391
Tm /Ty2 1 Tf [ (ing) -250 (with) ] TJ ET BT 9.9626 0 0 9.9626 344.289 698.391
Tm /Ty1 1 Tf [ (Adapti) 10 (v) 10 (eBudget) ] TJ ET 0.398 w q 1 0 0 1 308.862 694.042
cm 0 0 m 236.25 0 l S Q BT 9.9626 0 0 9.9626 308.862 682.386 Tm /Ty1 1 Tf
[ (Requir) 18 (e:) ] TJ ET BT 10.16185 0 0 9.9626 351.292 682.386 Tm /Ty2
1 Tf [ (T) 34 (raining) -327 (epochs) ] TJ ET BT 9.9626 0 0 9.9626 420.822 682.386
Tm /Ty5 1 Tf (E) Tj ET BT 10.16185 0 0 9.9626 428.75 682.386 Tm /Ty2 1 Tf
[ (,) -348 (dataset) ] TJ ET BT 9.9626 0 0 9.9626 466.381 682.386 Tm /Ty18
1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 470.256 682.386 Tm /Ty16 1 Tf (X) Tj
ET BT 9.9626 0 0 9.9626 478.821 682.386 Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 483.249 682.386
Tm /Ty16 1 Tf (Y) Tj ET BT 9.9626 0 0 9.9626 490.726 682.386 Tm /Ty18 1 Tf
(\)) Tj ET BT 10.16185 0 0 9.9626 494.6 682.386 Tm /Ty2 1 Tf [ (,) -348 (adv)
14 (ersarial) ] TJ ET BT 9.9626 0 0 9.9626 325.798 670.431 Tm /Ty2 1 Tf [
(b) 20 (udgets) ] TJ ET BT 9.9626 0 0 9.9626 359.083 670.431 Tm /Ty18 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 362.958 670.431 Tm /Ty6 1 Tf (") Tj ET BT
6.9738 0 0 6.9738 367.002 668.937 Tm /Ty8 1 Tf (!) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 375.442 670.431
Tm /Ty5 1 Tf (,) Tj /Ty6 1 Tf (") Tj 0 Tc ET BT 6.9738 0 0 6.9738 383.914 668.937
Tm /Ty9 1 Tf (1) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 388.383 670.431 Tm /Ty5
1 Tf (,) Tj /Ty6 1 Tf (") Tj 0 Tc ET BT 6.9738 0 0 6.9738 396.855 668.937
Tm /Ty9 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 401.324 670.431 Tm /Ty18 1 Tf
(\)) Tj ET BT 9.9626 0 0 9.9626 405.199 670.431 Tm /Ty2 1 Tf [ (,) -250 (model)
] TJ ET BT 9.9626 0 0 9.9626 437.577 670.431 Tm /Ty5 1 Tf (f) Tj ET BT 9.9626 0 0 9.9626 443.527 670.431
Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 447.401 670.431 Tm /Ty16 1 Tf
Tj ET BT 9.9626 0 0 9.9626 450.169 670.431 Tm /Ty18 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 454.043 670.431 Tm /Ty2 1 Tf [ (,) -250 (loss) -250 (function)
] TJ ET BT 9.9626 0 0 9.9626 512.712 670.431 Tm /Ty6 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 516.864 670.431
Tm /Ty2 1 Tf (.) Tj ET BT 7.9701 0 0 7.9701 314.616 658.476 Tm /Ty2 1 Tf (1:)
Tj ET BT 9.9626 0 0 9.9626 325.798 658.476 Tm /Ty1 1 Tf [ (f) 25 (or) ] TJ
ET BT 9.9626 0 0 9.9626 340.762 658.476 Tm /Ty5 1 Tf (e) Tj ET BT 9.9626 0 0 9.9626 348.168 658.476
Tm /Ty17 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 357.577 658.476 Tm /Ty18 1 Tf
([) Tj ET BT 9.9626 0 0 9.9626 360.345 658.476 Tm /Ty5 1 Tf (E) Tj ET BT 9.9626 0 0 9.9626 368.273 658.476
Tm /Ty18 1 Tf (]) Tj ET BT 9.9626 0 0 9.9626 373.532 658.476 Tm /Ty1 1 Tf
(do) Tj ET BT 7.9701 0 0 7.9701 314.616 646.521 Tm /Ty2 1 Tf (2:) Tj ET BT
9.9626 0 0 9.9626 340.742 646.521 Tm /Ty1 1 Tf [ (f) 25 (or) ] TJ ET BT 9.9626 0 0 9.9626 355.706 646.521
Tm /Ty20 1 Tf (x) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 361.753 646.521 Tm
/Ty5 1 Tf (,y) Tj 0 Tc ET BT 9.9626 0 0 9.9626 374.19 646.521 Tm /Ty17 1 Tf
(\)) Tj ET BT 9.9626 0 0 9.9626 383.599 646.521 Tm /Ty18 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 387.473 646.521 Tm /Ty16 1 Tf (X) Tj ET BT 9.9626 0 0 9.9626 396.039 646.521
Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 400.466 646.521 Tm /Ty16 1 Tf
(Y) Tj ET BT 9.9626 0 0 9.9626 407.944 646.521 Tm /Ty18 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 414.309 646.521 Tm /Ty1 1 Tf (do) Tj ET BT 7.9701 0 0 7.9701 314.616 634.566
Tm /Ty2 1 Tf (3:) Tj ET BT 9.9626 0 0 9.9626 355.686 634.566 Tm /Ty25 1 Tf
(!) Tj ET BT 6.9738 0 0 6.9738 360.889 633.071 Tm /Ty15 1 Tf (p) Tj ET BT
9.9626 0 0 9.9626 365.494 634.566 Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 369.368 634.566
Tm /Ty20 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 375.415 634.566 Tm /Ty18 1 Tf
(\)) Tj ET BT 9.9626 0 0 9.9626 382.057 634.566 Tm /Ty17 1 Tf (') Tj ET BT
0.0006 Tc 9.9626 0 0 9.9626 394.787 634.566 Tm /Ty18 1 Tf (PGD\() Tj 0 Tc
ET BT 9.9626 0 0 9.9626 420.87 634.566 Tm /Ty20 1 Tf (x) Tj ET BT 0.1678 Tc
9.9626 0 0 9.9626 426.916 634.566 Tm /Ty5 1 Tf [ (,k) 136 (,) ] TJ /Ty6 1
Tf [ (#) 131 ] TJ /Ty5 1 Tf [ (,) 1 ] TJ /Ty6 1 Tf (") Tj 0 Tc ET BT 6.9738 0 0 6.9738 455.048 633.071
Tm /Ty15 1 Tf (p) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 459.653 634.566 Tm
/Ty5 1 Tf (,) Tj /Ty6 1 Tf [ (!) 167 ] TJ /Ty5 1 Tf [ (,) 1 (f) ] TJ 0 Tc
ET BT 9.9626 0 0 9.9626 478.61 634.566 Tm /Ty18 1 Tf (\)) Tj ET BT 0.1678
Tc 9.9626 0 0 9.9626 482.484 634.566 Tm /Ty5 1 Tf (,g) Tj 0 Tc ET BT 6.9738 0 0 6.9738 491.664 633.071
Tm /Ty15 1 Tf (p) Tj ET BT 9.9626 0 0 9.9626 499.036 634.566 Tm /Ty17 1 Tf
(') Tj ET BT 9.9626 0 0 9.9626 511.766 634.566 Tm /Ty6 1 Tf (!) Tj ET BT 4.9813 0 0 4.9813 515.917 641.187
Tm /Ty32 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 519.11 634.566 Tm /Ty18 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 522.985 634.566 Tm /Ty5 1 Tf (f) Tj ET BT
9.9626 0 0 9.9626 528.935 634.566 Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 532.809 634.566
Tm /Ty20 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 539.296 634.566 Tm /Ty18 1 Tf
(+) Tj ET BT 9.9626 0 0 9.9626 325.798 622.61 Tm /Ty25 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 331.001 621.116
Tm /Ty15 1 Tf (p) Tj ET BT 9.9626 0 0 9.9626 335.606 622.61 Tm /Ty18 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 339.48 622.61 Tm /Ty20 1 Tf (x) Tj ET BT 0.0009
Tc 9.9626 0 0 9.9626 345.527 622.61 Tm /Ty18 1 Tf (\)\)) Tj 0 Tc ET BT 0.1678
Tc 9.9626 0 0 9.9626 353.276 622.61 Tm /Ty5 1 Tf (,y) Tj 0 Tc ET BT 9.9626 0 0 9.9626 362.946 622.61
Tm /Ty18 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 366.82 622.61 Tm /Ty5 1 Tf (,)
Tj ET BT 9.9626 0 0 9.9626 371.248 622.61 Tm /Ty17 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 376.783 622.61
Tm /Ty5 1 Tf (p) Tj ET BT 0.2787 Tc 9.9626 0 0 9.9626 384.562 622.61 Tm /Ty17
1 Tf (\)) Tj /Ty16 1 Tf ({) Tj 0 Tc ET BT 9.9626 0 0 9.9626 398.953 622.61
Tm /Ty18 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 403.934 622.61 Tm /Ty5 1 Tf (,)
Tj ET BT 9.9626 0 0 9.9626 408.362 622.61 Tm /Ty18 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 413.343 622.61
Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 417.771 622.61 Tm /Ty17 1 Tf (*)
Tj /Ty16 1 Tf (}) Tj ET BT 9.9626 0 0 9.9626 432.715 622.61 Tm /Ty2 1 Tf (;)
Tj ET BT 7.9701 0 0 7.9701 314.616 610.655 Tm /Ty2 1 Tf (4:) Tj ET BT 10.16185 0 0 9.9626 355.686 610.655
Tm /Ty2 1 Tf [ (Get) -1274 (adapti) 24 (v) 15 (e) -1274 (b) 19 (udgets) ]
TJ ET BT 9.9626 0 0 9.9626 474.734 610.655 Tm /Ty18 1 Tf Tj ET BT 9.9626 0 0 9.9626 474.649 610.655
Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 478.693 609.161 Tm /Ty9 1 Tf (1)
Tj ET BT 9.9626 0 0 9.9626 483.163 610.655 Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 487.675 610.655
Tm /Ty18 1 Tf Tj ET BT 9.9626 0 0 9.9626 487.59 610.655 Tm /Ty6 1 Tf (")
Tj ET BT 6.9738 0 0 6.9738 491.634 609.161 Tm /Ty9 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 496.104 610.655
Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 500.616 610.655 Tm /Ty18 1 Tf
Tj ET BT 9.9626 0 0 9.9626 500.531 610.655 Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 504.575 609.161
Tm /Ty8 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 535.149 610.655 Tm /Ty17 1 Tf
(') Tj ET BT 9.9626 0 0 9.9626 325.44 598.7 Tm /Ty1 1 Tf [ (Adapti) 10 (v)
10 (eBudget) ] TJ ET BT 0.0009 Tc 9.9626 0 0 9.9626 396.921 598.7 Tm /Ty18
1 Tf (\([) Tj 0 Tc ET BT 9.9626 0 0 9.9626 403.563 598.7 Tm /Ty5 1 Tf (g)
Tj ET BT 6.9738 0 0 6.9738 408.315 597.206 Tm /Ty9 1 Tf (1) Tj ET BT 0.1678
Tc 9.9626 0 0 9.9626 412.784 598.7 Tm /Ty5 1 Tf (,g) Tj 0 Tc ET BT 6.9738 0 0 6.9738 421.964 597.206
Tm /Ty9 1 Tf (2) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 426.433 598.7 Tm /Ty5
1 Tf (,g) Tj 0 Tc ET BT 6.9738 0 0 6.9738 435.613 597.206 Tm /Ty8 1 Tf (!)
Tj ET BT 9.9626 0 0 9.9626 444.053 598.7 Tm /Ty18 1 Tf (]) Tj ET BT 9.9626 0 0 9.9626 446.821 598.7
Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 451.249 598.7 Tm /Ty18 1 Tf ([)
Tj ET BT 9.9626 0 0 9.9626 454.016 598.7 Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 458.06 597.206
Tm /Ty9 1 Tf (1) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 462.529 598.7 Tm /Ty5
1 Tf (,) Tj /Ty6 1 Tf (") Tj 0 Tc ET BT 6.9738 0 0 6.9738 471.001 597.206
Tm /Ty9 1 Tf (2) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 475.47 598.7 Tm /Ty5
1 Tf (,) Tj /Ty6 1 Tf (") Tj 0 Tc ET BT 6.9738 0 0 6.9738 483.942 597.206
Tm /Ty8 1 Tf (!) Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 492.383 598.7 Tm /Ty18
1 Tf (]\)) Tj 0 Tc ET BT 9.9626 0 0 9.9626 499.024 598.7 Tm /Ty2 1 Tf (;)
Tj ET BT 7.9701 0 0 7.9701 314.616 586.745 Tm /Ty2 1 Tf (5:) Tj ET BT 9.952637 0 0 9.9626 355.686 586.745
Tm /Ty2 1 Tf [ (Adv) 15 (ersarial) -251 (training) -251 (using) -251 (MAX,)
-251 (MSD) -251 (or) -251 (A) 135 (V) 15 (G) ] TJ ET BT 9.9626 0 0 9.9626 325.44 574.79
Tm /Ty2 1 Tf [ (with) -250 (b) 20 (udgets) ] TJ ET BT 0.0089 Tc 9.9626 0 0 9.9626 378.929 574.79
Tm /Ty18 1 Tf <28f6> Tj 0 Tc ET BT 9.9626 0 0 9.9626 382.803 574.79 Tm /Ty6
1 Tf (") Tj ET BT 6.9738 0 0 6.9738 386.847 573.295 Tm /Ty9 1 Tf (1) Tj ET
BT 9.9626 0 0 9.9626 391.316 574.79 Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 395.829 574.79
Tm /Ty18 1 Tf Tj ET BT 9.9626 0 0 9.9626 395.744 574.79 Tm /Ty6 1 Tf (")
Tj ET BT 6.9738 0 0 6.9738 399.788 573.295 Tm /Ty9 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 404.257 574.79
Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 408.77 574.79 Tm /Ty18 1 Tf
Tj ET BT 9.9626 0 0 9.9626 408.685 574.79 Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 412.729 573.295
Tm /Ty8 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 421.17 574.79 Tm /Ty18 1 Tf (\))
Tj ET BT 9.9626 0 0 9.9626 425.044 574.79 Tm /Ty2 1 Tf (;) Tj ET BT 7.9701 0 0 7.9701 314.616 562.835
Tm /Ty2 1 Tf (6:) Tj ET BT 9.9626 0 0 9.9626 340.742 562.835 Tm /Ty1 1 Tf
[ (end) -250 (f) 25 (or) ] TJ ET BT 7.9701 0 0 7.9701 314.616 550.879 Tm /Ty2
1 Tf (7:) Tj ET BT 9.9626 0 0 9.9626 325.798 550.879 Tm /Ty1 1 Tf [ (end)
-250 (f) 25 (or) ] TJ ET BT 7.9701 0 0 7.9701 314.616 538.924 Tm /Ty2 1 Tf
(8:) Tj ET BT 9.9626 0 0 9.9626 325.798 538.924 Tm /Ty1 1 Tf [ (Retur) 15
(n) ] TJ ET BT 9.9626 0 0 9.9626 358.575 538.924 Tm /Ty2 1 Tf [ (the) -250
(classier) ] TJ ET BT 9.9626 0 0 9.9626 411.147 538.924 Tm /Ty5 1 Tf (f)
Tj ET BT 9.9626 0 0 9.9626 417.097 538.924 Tm /Ty2 1 Tf (.) Tj ET BT 7.9701 0 0 7.9701 314.616 526.969
Tm /Ty2 1 Tf (9:) Tj ET BT 7.9701 0 0 7.9701 310.631 515.014 Tm /Ty2 1 Tf
(10:) Tj ET BT 9.9626 0 0 9.9626 325.798 515.014 Tm /Ty1 1 Tf [ (Adapti) 10
(v) 10 (eBudget) ] TJ ET BT 0.0009 Tc 9.9626 0 0 9.9626 394.789 515.014 Tm
/Ty18 1 Tf (\([) Tj 0 Tc ET BT 9.9626 0 0 9.9626 401.431 515.014 Tm /Ty5 1
Tf (g) Tj ET BT 6.9738 0 0 6.9738 406.183 513.519 Tm /Ty9 1 Tf (1) Tj ET BT
0.1678 Tc 9.9626 0 0 9.9626 410.652 515.014 Tm /Ty5 1 Tf (,g) Tj 0 Tc ET BT
6.9738 0 0 6.9738 419.832 513.519 Tm /Ty9 1 Tf (2) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 424.301 515.014
Tm /Ty5 1 Tf (,g) Tj 0 Tc ET BT 6.9738 0 0 6.9738 433.481 513.519 Tm /Ty8
1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 441.921 515.014 Tm /Ty18 1 Tf (]) Tj ET
BT 9.9626 0 0 9.9626 444.689 515.014 Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 449.947 515.014
Tm /Ty18 1 Tf ([) Tj ET BT 9.9626 0 0 9.9626 452.714 515.014 Tm /Ty6 1 Tf
(") Tj ET BT 6.9738 0 0 6.9738 456.758 513.519 Tm /Ty9 1 Tf (1) Tj ET BT 0.1678
Tc 9.9626 0 0 9.9626 461.227 515.014 Tm /Ty5 1 Tf (,) Tj /Ty6 1 Tf (") Tj
0 Tc ET BT 6.9738 0 0 6.9738 469.699 513.519 Tm /Ty9 1 Tf (2) Tj ET BT 0.1678
Tc 9.9626 0 0 9.9626 474.168 515.014 Tm /Ty5 1 Tf (,) Tj /Ty6 1 Tf (") Tj
0 Tc ET BT 6.9738 0 0 6.9738 482.64 513.519 Tm /Ty8 1 Tf (!) Tj ET BT 0.0008
Tc 9.9626 0 0 9.9626 491.081 515.014 Tm /Ty18 1 Tf (]\)) Tj 0 Tc ET BT 9.9626 0 0 9.9626 497.723 515.014
Tm /Ty2 1 Tf (:) Tj ET BT 7.9701 0 0 7.9701 310.631 500.568 Tm /Ty2 1 Tf (11:)
Tj ET BT 9.9626 0 0 9.9626 340.742 500.568 Tm /Ty5 1 Tf (p) Tj ET BT 6.9738 0 0 6.9738 345.755 499.074
Tm /Ty2 1 Tf (max) Tj ET BT 9.9626 0 0 9.9626 361.029 500.568 Tm /Ty17 1 Tf
(') Tj ET BT 9.9626 0 0 9.9626 373.759 500.568 Tm /Ty18 1 Tf [ (ar) -0.7 (gm)
-0.3 (ax) ] TJ ET BT 6.9738 0 0 6.9738 406.165 498.133 Tm /Ty15 1 Tf (p) Tj
ET BT 0.0008 Tc 6.9738 0 0 6.9738 410.272 498.133 Tm /Ty8 1 Tf (") Tj /Ty7
1 Tf [ ({) 1 ] TJ /Ty8 1 Tf (!) Tj 0 Tc ET BT 6.9738 0 0 6.9738 427.665 498.133
Tm /Ty15 1 Tf (,) Tj ET BT 6.9738 0 0 6.9738 430.032 498.133 Tm /Ty9 1 Tf
(1) Tj ET BT 6.9738 0 0 6.9738 434.003 498.133 Tm /Ty15 1 Tf (,) Tj ET BT
6.9738 0 0 6.9738 436.369 498.133 Tm /Ty9 1 Tf (2) Tj ET BT 6.9738 0 0 6.9738 440.34 498.133
Tm /Ty7 1 Tf (}) Tj ET BT 9.9626 0 0 9.9626 446.581 500.568 Tm /Ty17 1 Tf
(%) Tj ET BT 9.9626 0 0 9.9626 451.562 500.568 Tm /Ty5 1 Tf (g) Tj ET BT 6.9738 0 0 6.9738 456.314 499.074
Tm /Ty15 1 Tf (p) Tj ET BT 9.9626 0 0 9.9626 460.919 500.568 Tm /Ty17 1 Tf
(%) Tj ET BT 9.9626 0 0 9.9626 465.9 500.568 Tm /Ty2 1 Tf (;) Tj ET BT 7.9701 0 0 7.9701 310.631 488.613
Tm /Ty2 1 Tf (12:) Tj ET BT 9.9626 0 0 9.9626 340.742 488.613 Tm /Ty5 1 Tf
(p) Tj ET BT 6.9738 0 0 6.9738 345.755 487.118 Tm /Ty2 1 Tf (min) Tj ET BT
9.9626 0 0 9.9626 359.871 488.613 Tm /Ty17 1 Tf (') Tj ET BT 9.9626 0 0 9.9626 372.601 488.613
Tm /Ty18 1 Tf [ (ar) -0.7 (gm) -0.3 (i) -0.8 (n) ] TJ ET BT 6.9738 0 0 6.9738 403.071 486.178
Tm /Ty15 1 Tf (p) Tj ET BT 0.0008 Tc 6.9738 0 0 6.9738 407.177 486.178 Tm
/Ty8 1 Tf (") Tj /Ty7 1 Tf [ ({) 1 ] TJ /Ty8 1 Tf (!) Tj 0 Tc ET BT 6.9738 0 0 6.9738 424.571 486.178
Tm /Ty15 1 Tf (,) Tj ET BT 6.9738 0 0 6.9738 426.937 486.178 Tm /Ty9 1 Tf
(1) Tj ET BT 6.9738 0 0 6.9738 430.908 486.178 Tm /Ty15 1 Tf (,) Tj ET BT
6.9738 0 0 6.9738 433.274 486.178 Tm /Ty9 1 Tf (2) Tj ET BT 6.9738 0 0 6.9738 437.245 486.178
Tm /Ty7 1 Tf (}) Tj ET BT 9.9626 0 0 9.9626 443.486 488.613 Tm /Ty17 1 Tf
(%) Tj ET BT 9.9626 0 0 9.9626 448.467 488.613 Tm /Ty5 1 Tf (g) Tj ET BT 6.9738 0 0 6.9738 453.219 487.118
Tm /Ty15 1 Tf (p) Tj ET BT 9.9626 0 0 9.9626 457.824 488.613 Tm /Ty17 1 Tf
(%) Tj ET BT 9.9626 0 0 9.9626 462.805 488.613 Tm /Ty2 1 Tf (;) Tj ET BT 7.9701 0 0 7.9701 310.631 476.658
Tm /Ty2 1 Tf (13:) Tj ET BT 9.9626 0 0 9.9626 340.742 476.658 Tm /Ty5 1 Tf
(p) Tj ET BT 6.9738 0 0 6.9738 345.755 475.163 Tm /Ty2 1 Tf (mid) Tj ET BT
0.278 Tc 9.9626 0 0 9.9626 359.871 476.658 Tm /Ty17 1 Tf (') Tj /Ty16 1 Tf
({) Tj 0 Tc ET BT 9.9626 0 0 9.9626 377.583 476.658 Tm /Ty18 1 Tf (1) Tj ET
BT 9.9626 0 0 9.9626 382.564 476.658 Tm /Ty5 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 386.992 476.658
Tm /Ty18 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 391.973 476.658 Tm /Ty5 1 Tf
(,) Tj ET BT 9.9626 0 0 9.9626 396.401 476.658 Tm /Ty17 1 Tf (*) Tj /Ty16
1 Tf (}) Tj ET BT 9.9626 0 0 9.9626 411.345 476.658 Tm /Ty5 1 Tf (/) Tj ET
BT 9.9626 0 0 9.9626 416.326 476.658 Tm /Ty16 1 Tf ({) Tj ET BT 9.9626 0 0 9.9626 421.308 476.658
Tm /Ty5 1 Tf (p) Tj ET BT 6.9738 0 0 6.9738 426.32 475.163 Tm /Ty2 1 Tf (max)
Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 438.827 476.658 Tm /Ty5 1 Tf (,p) Tj
0 Tc ET BT 6.9738 0 0 6.9738 448.267 475.163 Tm /Ty2 1 Tf (min) Tj ET BT 9.9626 0 0 9.9626 459.617 476.658
Tm /Ty16 1 Tf (}) Tj ET BT 9.9626 0 0 9.9626 464.598 476.658 Tm /Ty2 1 Tf
(;) Tj ET BT 7.9701 0 0 7.9701 310.631 462.174 Tm /Ty2 1 Tf (14:) Tj ET BT
9.9626 0 0 9.9626 340.742 462.174 Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 344.786 460.68
Tm /Ty15 1 Tf (p) Tj ET BT 4.9813 0 0 4.9813 348.893 459.684 Tm /Ty2 1 Tf
(max) Tj ET BT 9.9626 0 0 9.9626 361.234 462.174 Tm /Ty17 1 Tf (') Tj ET BT
9.9626 0 0 9.9626 373.964 462.174 Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 378.008 460.68
Tm /Ty15 1 Tf (p) Tj ET BT 4.9813 0 0 4.9813 382.115 459.684 Tm /Ty2 1 Tf
(max) Tj ET BT 9.9626 0 0 9.9626 393.903 462.174 Tm /Ty16 1 Tf Tj ET BT
6.9738 0 0 6.9738 400.08 467.312 Tm /Ty8 1 Tf (') Tj ET BT 6.9738 0 0 6.9738 404.162 467.312
Tm /Ty15 1 Tf (g) Tj ET BT 4.9813 0 0 4.9813 408.049 466.316 Tm /Ty33 1 Tf
(p) Tj ET BT 4.9813 0 0 4.9813 411.733 465.32 Tm /Ty2 1 Tf (max) Tj ET BT
6.9738 0 0 6.9738 421.307 467.312 Tm /Ty8 1 Tf (') Tj ET q 1 0 0 1 400.08 464.665
cm 0 0 m 25.309 0 l S Q BT 6.9738 0 0 6.9738 400.493 458.739 Tm /Ty8 1 Tf
(') Tj ET BT 6.9738 0 0 6.9738 404.575 458.739 Tm /Ty15 1 Tf (g) Tj ET BT
4.9813 0 0 4.9813 408.462 457.743 Tm /Ty33 1 Tf (p) Tj ET BT 4.9813 0 0 4.9813 412.147 456.061
Tm /Ty2 1 Tf (mid) Tj ET BT 6.9738 0 0 6.9738 420.894 458.739 Tm /Ty8 1 Tf
(') Tj ET BT 9.9626 0 0 9.9626 426.585 462.174 Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 439.038 462.174
Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 443.082 460.68 Tm /Ty15 1 Tf (p)
Tj ET BT 4.9813 0 0 4.9813 447.189 459.684 Tm /Ty2 1 Tf (min) Tj ET BT 9.9626 0 0 9.9626 458.703 462.174
Tm /Ty17 1 Tf (') Tj ET BT 9.9626 0 0 9.9626 471.433 462.174 Tm /Ty6 1 Tf
(") Tj ET BT 6.9738 0 0 6.9738 475.477 460.68 Tm /Ty15 1 Tf (p) Tj ET BT 4.9813 0 0 4.9813 479.584 459.684
Tm /Ty2 1 Tf (min) Tj ET BT 9.9626 0 0 9.9626 490.545 462.174 Tm /Ty16 1 Tf
Tj ET BT 6.9738 0 0 6.9738 496.722 467.94 Tm /Ty8 1 Tf (') Tj ET BT 6.9738 0 0 6.9738 500.804 467.94
Tm /Ty15 1 Tf (g) Tj ET BT 4.9813 0 0 4.9813 504.69 466.944 Tm /Ty33 1 Tf
(p) Tj ET BT 4.9813 0 0 4.9813 508.375 465.263 Tm /Ty2 1 Tf (min) Tj ET BT
6.9738 0 0 6.9738 517.122 467.94 Tm /Ty8 1 Tf (') Tj ET q 1 0 0 1 496.722 464.665
cm 0 0 m 24.482 0 l S Q BT 6.9738 0 0 6.9738 496.722 458.739 Tm /Ty8 1 Tf
(') Tj ET BT 6.9738 0 0 6.9738 500.804 458.739 Tm /Ty15 1 Tf (g) Tj ET BT
4.9813 0 0 4.9813 504.69 457.743 Tm /Ty33 1 Tf (p) Tj ET BT 4.9813 0 0 4.9813 508.375 456.061
Tm /Ty2 1 Tf (mid) Tj ET BT 6.9738 0 0 6.9738 517.122 458.739 Tm /Ty8 1 Tf
(') Tj ET BT 9.9626 0 0 9.9626 522.4 462.174 Tm /Ty2 1 Tf (;) Tj ET BT 7.9701 0 0 7.9701 310.631 448.308
Tm /Ty2 1 Tf (15:) Tj ET BT 9.9626 0 0 9.9626 340.742 448.308 Tm /Ty1 1 Tf
[ (Retur) 15 (n) ] TJ ET BT 9.9626 0 0 9.9626 373.519 448.308 Tm /Ty6 1 Tf
(") Tj ET BT 6.9738 0 0 6.9738 377.563 446.813 Tm /Ty9 1 Tf (1) Tj ET BT 0.1678
Tc 9.9626 0 0 9.9626 382.032 448.308 Tm /Ty5 1 Tf (,) Tj /Ty6 1 Tf (") Tj
0 Tc ET BT 6.9738 0 0 6.9738 390.504 446.813 Tm /Ty9 1 Tf (2) Tj ET BT 0.1678
Tc 9.9626 0 0 9.9626 394.973 448.308 Tm /Ty5 1 Tf (,) Tj /Ty6 1 Tf (") Tj
0 Tc ET BT 6.9738 0 0 6.9738 403.445 446.813 Tm /Ty8 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 411.886 448.308
Tm /Ty2 1 Tf (.) Tj ET q 1 0 0 1 308.862 442.186 cm 0 0 m 236.25 0 l S Q BT
10.16185 0 0 9.9626 308.503 412.201 Tm /Ty2 1 Tf [ (A) 132 (V) 15 (G) -294
(does) -295 (not) -294 (achie) 24 (v) 15 (e) -294 (an) 14 (y) -294 (disagreement)
-295 (poi) 1 (nt,) -307 (the) -295 (player) ] TJ ET BT 9.783273 0 0 9.9626 308.862 400.245
Tm /Ty2 1 Tf [ (domination) -256 (phenomenon) -257 (does) -256 (not) -257
(occur) 41 (,) -257 (and) -256 (con) 40 (v) 16 (er) 18 (gence) -256 (is) ]
TJ ET BT 9.763348 0 0 9.9626 308.862 388.29 Tm /Ty2 1 Tf [ (possible.) -301
(Therefore,) -219 (the) -209 (k) 10 (e) 16 (y) -210 (to) -209 (a) 20 (v) 21
(oiding) -210 (the) -209 (non-con) 41 (v) 15 (er) 18 (gence) ] TJ ET BT 9.763348 0 0 9.9626 308.862 376.335
Tm /Ty2 1 Tf [ (of) -204 (MAX) -203 (and) -204 (MSD) -203 (may) -204 (be)
-204 (to) -203 (a) 20 (v) 21 (o) -1 (i) 1 (d) -204 (player) -204 (domination,)
-214 (which) ] TJ ET BT 10.16185 0 0 9.9626 308.862 364.38 Tm /Ty2 1 Tf [
(inspires) -314 (us) -315 (to) -314 (design) -315 (the) -314 (ne) 24 (w) -314
(algorithm) -315 (introduced) -314 (in) -315 (the) ] TJ ET BT 9.9626 0 0 9.9626 308.862 352.425
Tm /Ty2 1 Tf [ (ne) 15 (xt) -250 (section.) ] TJ ET BT 11.9552 0 0 11.9552 308.862 337.069
Tm /Ty1 1 Tf (5) Tj ET BT 12.1943 0 0 11.9552 314.84 337.069 Tm /Ty1 1 Tf
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Tm /Ty2 1 Tf [ (Our) -253 (theoretical) -252 (results) -253 (\(Theorem) ]
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Tm /Ty2 1 Tf (4) Tj ET /Cs2 cs 0 sc BT 9.843049 0 0 9.9626 519.1741 280.282
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Tm /Ty2 1 Tf [ (that) -249 (MAX) -248 (and) -249 (MSD) -249 (cannot) -248
(con) 39 (v) 15 (er) 18 (ge) -249 (when) -248 (player) -249 (domina-) ] TJ
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Tm /Ty2 1 Tf [ (\).) -311 (Indeed,) -242 (to) -239 (achie) 25 (v) 16 (e) -239
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Tm /Ty2 1 Tf [ (the) -252 (model,) -251 (researchers) -252 (can) -252 (directl)
1 (y) -252 (use) -252 (A) 136 (V) 15 (G) -252 ([) ] TJ ET /Cs1 cs 0 1 0 sc
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Tm /Ty2 1 Tf [ (]) -240 (and) -239 (MSD) -239 ([) ] TJ ET /Cs1 cs 0 1 0 sc
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[ (ha) 20 (v) 14 (e) -333 (sho) 25 (wn) -334 (that) -333 (under) -333 (the)
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(section,) ] TJ ET BT 10.122 0 0 9.9626 49.753 266.103 Tm /Ty2 1 Tf [ (we)
-244 (pro) 14 (vide) -244 (e) 15 (xtensi) 24 (v) 15 (e) -244 (e) 14 (xperimental)
-244 (e) 25 (vidence) -245 (to) -244 (support) -245 (the) ] TJ ET BT 9.9626 0 0 9.9626 50.112 254.148
Tm /Ty2 1 Tf [ (consistent) -250 (ef) 25 (fecti) 25 (v) 15 (eness) -250 (of)
-250 (the) -250 (Adapti) 25 (v) 15 (eBudget) -250 (method.) ] TJ ET BT 11.9552 0 0 11.9552 50.112 227.848
Tm /Ty1 1 Tf [ (6.) -250 (Experiments) ] TJ ET BT 10.9589 0 0 10.9589 50.112 208.122
Tm /Ty1 1 Tf [ (6.1.) -167 (Experimental) -167 (setup) -167 (and) -167 (implementation)
-167 (details) ] TJ ET BT 10.16185 0 0 9.9626 62.067 189.393 Tm /Ty1 1 Tf
(Datasets.) Tj ET BT 10.16185 0 0 9.9626 105.23 189.393 Tm /Ty2 1 Tf [ (W)
78 (e) -272 (conducted) -273 (e) 14 (xtensi) 25 (v) 14 (e) -272 (e) 14 (xperiments)
-273 (on) -273 (one) ] TJ ET BT 10.16185 0 0 9.9626 50.112 177.438 Tm /Ty2
1 Tf [ (synthetic) -282 (dataset) -282 (\(Sec.) ] TJ ET /Cs1 cs 1 0 0 sc BT
10.16185 0 0 9.9626 144.2209 177.438 Tm /Ty2 1 Tf (4.1) Tj ET /Cs2 cs 0 sc
BT 10.16185 0 0 9.9626 156.9232 177.438 Tm /Ty2 1 Tf [ (\)) -282 (to) -283
(com) 1 (plement) -283 (our) -282 (theoretical) ] TJ ET BT 10.16185 0 0 9.9626 50.112 165.483
Tm /Ty2 1 Tf [ (results,) -295 (and) -285 (on) -284 (MNIST) -285 ([) ] TJ
ET /Cs1 cs 0 1 0 sc BT 10.16185 0 0 9.9626 150.694 165.483 Tm /Ty2 1 Tf (23)
Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 160.8559 165.483 Tm /Ty2 1 Tf [
(],) -295 (CIF) 72 (AR) 1 (-10) -285 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 10.16185 0 0 9.9626 218.7886 165.483
Tm /Ty2 1 Tf (21) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 228.9504 165.483
Tm /Ty2 1 Tf [ (],) -295 (and) -285 (CIF) 73 (AR-) ] TJ ET BT 10.16185 0 0 9.9626 49.365 153.528
Tm /Ty2 1 Tf [ (100) -280 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 10.16185 0 0 9.9626 70.83699 153.528
Tm /Ty2 1 Tf (21) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 80.99885 153.528
Tm /Ty2 1 Tf [ (]) -279 (to) -280 (sho) 25 (w) -280 (the) -279 (superiority)
-280 (of) -279 (our) -280 (proposed) -279 (methods) ] TJ ET BT 9.763348 0 0 9.9626 50.112 141.572
Tm /Ty2 1 Tf [ (o) 15 (v) 16 (er) -229 (the) -228 (e) 15 (xisting) -228 (methods)
-228 (of) -228 (multi-tar) 18 (get) -228 (adv) 15 (ersarial) -228 (training.)
] TJ ET BT 9.912787 0 0 9.9626 50.112 129.617 Tm /Ty2 1 Tf [ (Due) -252 (to)
-252 (the) -252 (limitation) -251 (of) -252 (space,) -252 (the) -252 (e) 15
(xperiments) -252 (on) -252 (synthetic) ] TJ ET BT 9.9626 0 0 9.9626 50.112 117.662
Tm /Ty2 1 Tf [ (data) -250 (is) -250 (in) -250 (Appendix.) ] TJ ET BT 10.16185 0 0 9.9626 62.067 104.91
Tm /Ty1 1 Tf (Methods.) Tj ET BT 10.16185 0 0 9.9626 108.685 104.91 Tm /Ty2
1 Tf [ (Models) -349 (that) -349 (defend) -349 (ag) 5 (ainst) -349 (multiple)
-349 (adv) 15 (er) 20 (-) ] TJ ET BT 9.763348 0 0 9.9626 50.112 92.955 Tm
/Ty2 1 Tf [ (saries) -222 (are) -221 (trained) -222 (using) -221 (MAX) -222
([) ] TJ ET /Cs1 cs 0 1 0 sc BT 9.763348 0 0 9.9626 169.3811 92.955 Tm /Ty2
1 Tf (41) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 179.1444 92.955 Tm /Ty2
1 Tf [ (],) -228 (A) 138 (V) 15 (G) -222 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 9.763348 0 0 9.9626 212.1348 92.955
Tm /Ty2 1 Tf (41) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 221.8981 92.955
Tm /Ty2 1 Tf [ (],) -228 (and) -222 (MSD) -221 ([) ] TJ ET /Cs1 cs 0 1 0 sc
BT 9.763348 0 0 9.9626 272.648 92.955 Tm /Ty2 1 Tf (26) Tj ET /Cs2 cs 0 sc
BT 9.763348 0 0 9.9626 282.4113 92.955 Tm /Ty2 1 Tf (].) Tj ET BT 9.763348 0 0 9.9626 50.112 81
Tm /Ty2 1 Tf [ (F) 15 (or) -205 (each) -206 (algorithm,) -215 (we) -206 (us)
1 (e) -206 (the) -205 (def) 10 (ault) -206 (h) 5 (yperparameters) -205 (intro-)
] TJ ET BT 9.773311 0 0 9.9626 308.862 710.037 Tm /Ty2 1 Tf [ (duced) -254
(in) -254 (their) -254 (original) -254 (papers.) -315 (All) -254 (methods)
-254 (are) -254 (implemented) ] TJ ET BT 10.16185 0 0 9.9626 308.862 698.082
Tm /Ty2 1 Tf [ (in) -254 (PyT) 79 (orch) -254 ([) ] TJ ET /Cs1 cs 0 1 0 sc
BT 10.16185 0 0 9.9626 359.5087 698.082 Tm /Ty2 1 Tf (32) Tj ET /Cs2 cs 0
sc BT 10.16185 0 0 9.9626 369.6705 698.082 Tm /Ty2 1 Tf [ (]) -253 (on) -254
(a) -253 (single) -254 (NVIDIA) -253 (A100) -254 (GPU.) -254 (Ra) 15 (w) -253
(im-) ] TJ ET BT 10.16185 0 0 9.9626 308.862 686.127 Tm /Ty2 1 Tf [ (ages)
-249 (are) -249 (resized) -249 (to) ] TJ ET BT 9.9626 0 0 9.9626 386.13 686.127
Tm /Ty18 1 Tf (28) Tj ET BT 9.9626 0 0 9.9626 398.335 686.127 Tm /Ty17 1 Tf
(.) Tj ET BT 9.9626 0 0 9.9626 408.327 686.127 Tm /Ty18 1 Tf (28) Tj ET BT
10.16185 0 0 9.9626 420.819 686.127 Tm /Ty2 1 Tf [ (pix) 15 (els) -249 (for)
-249 (MNIST) -249 (and) ] TJ ET BT 9.9626 0 0 9.9626 513.201 686.127 Tm /Ty18
1 Tf (32) Tj ET BT 9.9626 0 0 9.9626 525.407 686.127 Tm /Ty17 1 Tf (.) Tj
ET BT 9.9626 0 0 9.9626 535.398 686.127 Tm /Ty18 1 Tf (32) Tj ET BT 10.16185 0 0 9.9626 308.862 674.172
Tm /Ty2 1 Tf [ (pix) 15 (els) -276 (for) -276 (CIF) 72 (AR-10) -276 (and)
-276 (CIF) 73 (AR-100) -276 (as) -276 (inputs.) -396 (W) 78 (e) -276 (apply)
] TJ ET BT 10.16185 0 0 9.9626 308.862 662.217 Tm /Ty2 1 Tf [ (the) -244 (Adapti)
24 (v) 15 (eBudget) -245 (to) -244 (MAX,) -244 (MSD,) -245 (and) -244 (A)
132 (V) 15 (G) -245 (with) ] TJ ET BT 9.9626 0 0 9.9626 519.334 662.217 Tm
/Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 523.485 660.722 Tm /Ty9 1 Tf (1)
Tj ET BT 10.16185 0 0 9.9626 530.438 662.217 Tm /Ty2 1 Tf (and) Tj ET BT 9.9626 0 0 9.9626 308.862 650.262
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 313.013 648.767 Tm /Ty9 1 Tf (2)
Tj ET BT 9.763348 0 0 9.9626 319.945 650.262 Tm /Ty2 1 Tf [ (norms) -252 (to)
-252 (assign) -253 (proper) -252 (b) 20 (udgets) -252 (adapti) 26 (v) 15 (ely)
-252 (to) -252 (a) 20 (v) 20 (oid) -252 (player) ] TJ ET BT 9.9626 0 0 9.9626 308.862 638.306
Tm /Ty2 1 Tf (domination.) Tj ET BT 9.972563 0 0 9.9626 320.817 625.565 Tm
/Ty1 1 Tf (Models.) Tj ET BT 9.972563 0 0 9.9626 357.42 625.565 Tm /Ty2 1
Tf [ (F) 15 (ollo) 25 (wing) -249 (MSD) -248 ([) ] TJ ET /Cs1 cs 0 1 0 sc
BT 9.972563 0 0 9.9626 427.916 625.565 Tm /Ty2 1 Tf (26) Tj ET /Cs2 cs 0 sc
BT 9.972563 0 0 9.9626 437.8886 625.565 Tm /Ty2 1 Tf [ (]) -249 (and) -249
(Madry) ] TJ ET BT 9.972563 0 0 9.9626 489.641 625.565 Tm /Ty4 1 Tf [ (et)
-249 (al) ] TJ ET BT 0.249 Tc 9.972563 0 0 9.9626 507.09 625.565 Tm /Ty2 1
Tf (.[) Tj 0 Tc ET /Cs1 cs 0 1 0 sc BT 9.972563 0 0 9.9626 515.3872 625.565
Tm /Ty2 1 Tf (25) Tj ET /Cs2 cs 0 sc BT 9.972563 0 0 9.9626 525.3597 625.565
Tm /Ty2 1 Tf [ (],) -249 (for) ] TJ ET BT 10.16185 0 0 9.9626 308.862 613.609
Tm /Ty2 1 Tf [ (MNIST) 73 (,) -270 (we) -269 (use) -270 (a) -269 (four) 19
(-layer) -269 (con) 39 (v) 19 (olut) 1 (ional) -270 (netw) 10 (ork) -270 (which)
] TJ ET BT 9.763348 0 0 9.9626 308.862 601.654 Tm /Ty2 1 Tf [ (consists) -227
(of) -227 (tw) 11 (o) -227 (con) 41 (v) 20 (olutional) -227 (layers) -227
(of) -226 (32) -227 (and) -227 (64) ] TJ ET BT 9.9626 0 0 9.9626 500.563 601.654
Tm /Ty18 1 Tf (5) Tj ET BT 9.9626 0 0 9.9626 506.736 601.654 Tm /Ty17 1 Tf
(.) Tj ET BT 9.9626 0 0 9.9626 515.676 601.654 Tm /Ty18 1 Tf (5) Tj ET BT
9.763348 0 0 9.9626 522.871 601.654 Tm /Ty2 1 Tf (lters) Tj ET BT 10.02238 0 0 9.9626 308.862 589.699
Tm /Ty2 1 Tf (and) Tj ET BT 9.9626 0 0 9.9626 325.822 589.699 Tm /Ty18 1 Tf
(2) Tj ET BT 10.02238 0 0 9.9626 333.291 589.699 Tm /Ty2 1 Tf [ (units) -248
(of) -248 (padding,) -249 (follo) 25 (wed) -248 (by) -248 (a) -248 (fully)
-249 (connecte) 1 (d) -249 (layer) ] TJ ET BT 9.853011 0 0 9.9626 308.503 577.744
Tm /Ty2 1 Tf (with) Tj ET BT 9.9626 0 0 9.9626 328.519 577.744 Tm /Ty18 1
Tf (1024) Tj ET BT 9.853011 0 0 9.9626 350.941 577.744 Tm /Ty2 1 Tf [ (hidden)
-253 (units,) -254 (where) -253 (both) -254 (con) 41 (v) 20 (olutional) -253
(layers) -254 (are) ] TJ ET BT 9.763348 0 0 9.9626 308.862 565.789 Tm /Ty2
1 Tf [ (follo) 26 (wed) -242 (by) ] TJ ET BT 9.9626 0 0 9.9626 357.794 565.789
Tm /Ty18 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 364.486 565.789 Tm /Ty17 1 Tf
(.) Tj ET BT 9.9626 0 0 9.9626 373.945 565.789 Tm /Ty18 1 Tf (2) Tj ET BT
9.763348 0 0 9.9626 381.281 565.789 Tm /Ty2 1 Tf [ (Max) -241 (Pooling) -241
(layers) -242 (and) -241 (ReLU) -241 (acti) 26 (v) 25 (ations.) ] TJ ET BT
10.08215 0 0 9.9626 308.862 553.834 Tm /Ty2 1 Tf [ (Similarly) 64 (,) -246
(follo) 25 (wing) -246 (MSD) -246 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 10.08215 0 0 9.9626 419.8766 553.834
Tm /Ty2 1 Tf (26) Tj ET /Cs2 cs 0 sc BT 10.08215 0 0 9.9626 429.9587 553.834
Tm /Ty2 1 Tf [ (],) -246 (for) -245 (CIF) 73 (AR-10) -246 (and) -246 (CIF)
73 (AR-) ] TJ ET BT 9.952637 0 0 9.9626 308.115 541.878 Tm /Ty2 1 Tf [ (100,)
-249 (we) -250 (use) -249 (the) -249 (pre-acti) 25 (v) 25 (ation) -249 (v)
15 (ersion) -250 (of) -249 (the) -249 (ResNet18) -249 ([) ] TJ ET /Cs1 cs
0 1 0 sc BT 9.952637 0 0 9.9626 531.8403 541.878 Tm /Ty2 1 Tf (16) Tj ET /Cs2
cs 0 sc BT 9.952637 0 0 9.9626 541.793 541.878 Tm /Ty2 1 Tf (]) Tj ET BT 10.16185 0 0 9.9626 308.862 529.923
Tm /Ty2 1 Tf [ (architecture) -366 (that) -366 (consists) -366 (of) -366 (nine)
-366 (residual) -366 (units) -366 (with) -365 (tw) 9 (o) ] TJ ET BT 9.9626 0 0 9.9626 308.862 517.968
Tm /Ty2 1 Tf [ (con) 40 (v) 20 (olutional) -250 (layers.) ] TJ ET BT 10.16185 0 0 9.9626 320.817 505.226
Tm /Ty1 1 Tf [ (Attacks) -271 (used) -271 (f) 24 (or) -271 (training) 15 (.)
] TJ ET BT 10.16185 0 0 9.9626 436.158 505.226 Tm /Ty2 1 Tf [ (F) 15 (or)
-271 (MNIST) 72 (,) -271 (we) -271 (follo) 24 (w) -271 (the) ] TJ ET BT 9.783273 0 0 9.9626 308.862 493.271
Tm /Ty2 1 Tf [ (setting) -255 (of) -255 (three) -256 (adv) 16 (ersaries) -255
(from) -256 (MSD) -255 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 9.783273 0 0 9.9626 464.9737 493.271
Tm /Ty2 1 Tf (26) Tj ET /Cs2 cs 0 sc BT 9.783273 0 0 9.9626 474.757 493.271
Tm /Ty2 1 Tf [ (],) -255 (as) -255 (sho) 25 (wn) -255 (belo) 25 (w) 66 (.)
] TJ ET BT 10.16185 0 0 9.9626 308.553 481.316 Tm /Ty2 1 Tf (The) Tj ET BT
9.9626 0 0 9.9626 327.828 481.316 Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 331.979 479.822
Tm /Ty8 1 Tf (!) Tj ET BT 10.16185 0 0 9.9626 340.419 481.316 Tm /Ty2 1 Tf
[ (-adv) 15 (ersary) -342 (uses) -342 (a) -342 (step) -341 (size) -342 (of)
] TJ ET BT 9.9626 0 0 9.9626 466.638 481.316 Tm /Ty6 1 Tf (%) Tj ET BT 0.4608
Tc 9.9626 0 0 9.9626 477.634 481.316 Tm /Ty18 1 Tf (=0) Tj 0 Tc ET BT 9.9626 0 0 9.9626 494.951 481.316
Tm /Ty5 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 497.718 481.316 Tm /Ty18 1 Tf
(01) Tj ET BT 10.16185 0 0 9.9626 511.154 481.316 Tm /Ty2 1 Tf [ (within)
-342 (a) ] TJ ET BT 9.982525 0 0 9.9626 308.862 469.361 Tm /Ty2 1 Tf [ (radius)
-249 (of) ] TJ ET BT 9.9626 0 0 9.9626 346.538 469.361 Tm /Ty6 1 Tf (") Tj
ET BT 6.9738 0 0 6.9738 350.582 467.866 Tm /Ty8 1 Tf (!) Tj ET BT 0.2788 Tc
9.9626 0 0 9.9626 361.79 469.361 Tm /Ty18 1 Tf (=0) Tj 0 Tc ET BT 9.9626 0 0 9.9626 377.287 469.361
Tm /Ty5 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 380.055 469.361 Tm /Ty18 1 Tf
(3) Tj ET BT 9.982525 0 0 9.9626 387.518 469.361 Tm /Ty2 1 Tf [ (for) -249
(50) -248 (iterations.) -309 (The) ] TJ ET BT 9.9626 0 0 9.9626 474.843 469.361
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 478.994 467.866 Tm /Ty9 1 Tf (2)
Tj ET BT 9.982525 0 0 9.9626 483.464 469.361 Tm /Ty2 1 Tf [ (-adv) 15 (ersary)
-249 (uses) ] TJ ET BT 10.16185 0 0 9.9626 308.862 457.406 Tm /Ty2 1 Tf [
(a) -277 (s) 1 (tep) -277 (size) -276 (of) ] TJ ET BT 9.9626 0 0 9.9626 365.25 457.406
Tm /Ty6 1 Tf (%) Tj ET BT 0.3378 Tc 9.9626 0 0 9.9626 375.019 457.406 Tm /Ty18
1 Tf (=0) Tj 0 Tc ET BT 9.9626 0 0 9.9626 391.107 457.406 Tm /Ty5 1 Tf (.)
Tj ET BT 9.9626 0 0 9.9626 393.875 457.406 Tm /Ty18 1 Tf (1) Tj ET BT 10.16185 0 0 9.9626 401.666 457.406
Tm /Ty2 1 Tf [ (within) -277 (a) -276 (radius) -277 (of) ] TJ ET BT 9.9626 0 0 9.9626 476.691 457.406
Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 480.735 455.911 Tm /Ty9 1 Tf (2)
Tj ET BT 0.3378 Tc 9.9626 0 0 9.9626 488.563 457.406 Tm /Ty18 1 Tf (=2) Tj
0 Tc ET BT 9.9626 0 0 9.9626 504.652 457.406 Tm /Ty5 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 507.419 457.406
Tm /Ty18 1 Tf (0) Tj ET BT 10.16185 0 0 9.9626 515.21 457.406 Tm /Ty2 1 Tf
[ (for) -277 (100) ] TJ ET BT 10.16185 0 0 9.9626 308.862 445.451 Tm /Ty2
1 Tf [ (iterations,) -247 (and) -247 (the) ] TJ ET BT 9.9626 0 0 9.9626 383.839 445.451
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 387.99 443.956 Tm /Ty9 1 Tf (1)
Tj ET BT 10.16185 0 0 9.9626 392.46 445.451 Tm /Ty2 1 Tf [ (-adv) 15 (ersary)
-247 (uses) -247 (a) -246 (step) -247 (size) -246 (of) ] TJ ET BT 9.9626 0 0 9.9626 512.879 445.451
Tm /Ty6 1 Tf (%) Tj ET BT 0.2818 Tc 9.9626 0 0 9.9626 522.086 445.451 Tm /Ty18
1 Tf (=0) Tj 0 Tc ET BT 9.9626 0 0 9.9626 537.612 445.451 Tm /Ty5 1 Tf (.)
Tj ET BT 9.9626 0 0 9.9626 540.38 445.451 Tm /Ty18 1 Tf (8) Tj ET BT 10.16185 0 0 9.9626 308.503 433.495
Tm /Ty2 1 Tf [ (within) -341 (a) -342 (radius) -341 (of) ] TJ ET BT 9.9626 0 0 9.9626 386.17 433.495
Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 390.214 432.001 Tm /Ty9 1 Tf (1)
Tj ET BT 9.9626 0 0 9.9626 399.264 433.495 Tm /Ty18 1 Tf [ (=) -460.8 (10)
] TJ ET BT 10.16185 0 0 9.9626 425.027 433.495 Tm /Ty2 1 Tf [ (for) -342 (50)
-341 (iterations.) -593 (By) -342 (def) 10 (ault,) ] TJ ET BT 10.122 0 0 9.9626 308.862 421.54
Tm /Ty2 1 Tf [ (the) -246 (attack) -246 (is) -245 (run) -246 (with) -246 (tw)
10 (o) -246 (restarts:) -305 (one) -246 (starting) -246 (with) ] TJ ET BT
9.9626 0 0 9.9626 519.232 421.54 Tm /Ty25 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 527.582 421.54
Tm /Ty18 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 538.098 421.54 Tm /Ty20 1 Tf
(0) Tj ET BT 10.122 0 0 9.9626 543.827 421.54 Tm /Ty2 1 Tf (,) Tj ET BT 10.16185 0 0 9.9626 308.862 409.585
Tm /Ty2 1 Tf [ (and) -275 (another) -275 (by) -276 (random) 1 (ly) -276 (initializing)
] TJ ET BT 9.9626 0 0 9.9626 461.145 409.585 Tm /Ty25 1 Tf (!) Tj ET BT 10.16185 0 0 9.9626 469.525 409.585
Tm /Ty2 1 Tf [ (in) -275 (the) -275 (perturbation) ] TJ ET BT 10.16185 0 0 9.9626 308.862 397.63
Tm /Ty2 1 Tf [ (ball.) -407 (Similarly) 64 (,) -288 (for) -280 (CIF) 73 (AR-10)
-280 (and) -279 (CIF) 72 (AR-100,) -288 (we) -279 (follo) 24 (w) ] TJ ET BT
9.902824 0 0 9.9626 308.862 385.675 Tm /Ty2 1 Tf [ (MSD) -251 ([) ] TJ ET
/Cs1 cs 0 1 0 sc BT 9.902824 0 0 9.9626 336.1047 385.675 Tm /Ty2 1 Tf (26)
Tj ET /Cs2 cs 0 sc BT 9.902824 0 0 9.9626 346.0075 385.675 Tm /Ty2 1 Tf [
(].) -312 (The) ] TJ ET BT 9.9626 0 0 9.9626 372.759 385.675 Tm /Ty6 1 Tf
(!) Tj ET BT 6.9738 0 0 6.9738 376.911 384.18 Tm /Ty8 1 Tf (!) Tj ET BT 9.902824 0 0 9.9626 385.351 385.675
Tm /Ty2 1 Tf [ (-adv) 15 (ersary) -251 (uses) -252 (a) -251 (step) -251 (size)
-251 (of) ] TJ ET BT 9.9626 0 0 9.9626 502.975 385.675 Tm /Ty6 1 Tf (%) Tj
ET BT 0.2788 Tc 9.9626 0 0 9.9626 512.152 385.675 Tm /Ty18 1 Tf (=0) Tj 0
Tc ET BT 9.9626 0 0 9.9626 527.65 385.675 Tm /Ty5 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 530.417 385.675
Tm /Ty18 1 Tf (003) Tj ET BT 10.16185 0 0 9.9626 308.503 373.72 Tm /Ty2 1
Tf [ (within) -364 (a) -365 (radius) -364 (of) ] TJ ET BT 9.9626 0 0 9.9626 387.095 373.72
Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 391.139 372.225 Tm /Ty8 1 Tf (!)
Tj ET BT 0.5038 Tc 9.9626 0 0 9.9626 404.589 373.72 Tm /Ty18 1 Tf (=0) Tj
0 Tc ET BT 9.9626 0 0 9.9626 422.329 373.72 Tm /Ty5 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 425.097 373.72
Tm /Ty18 1 Tf (03) Tj ET BT 10.16185 0 0 9.9626 438.761 373.72 Tm /Ty2 1 Tf
[ (for) -364 (40) -365 (i) 1 (terations.) -662 (The) ] TJ ET BT 9.9626 0 0 9.9626 534.761 373.72
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 538.912 372.225 Tm /Ty9 1 Tf (2)
Tj ET BT 10.16185 0 0 9.9626 543.382 373.72 Tm /Ty2 1 Tf (-) Tj ET BT 10.16185 0 0 9.9626 308.862 361.764
Tm /Ty2 1 Tf [ (adv) 15 (ersary) -304 (uses) -304 (a) -303 (step) -304 (size)
-304 (of) ] TJ ET BT 9.9626 0 0 9.9626 429.374 361.764 Tm /Ty6 1 Tf (%) Tj
ET BT 0.3888 Tc 9.9626 0 0 9.9626 439.653 361.764 Tm /Ty18 1 Tf (=0) Tj 0
Tc ET BT 9.9626 0 0 9.9626 456.253 361.764 Tm /Ty5 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 459.02 361.764
Tm /Ty18 1 Tf (05) Tj ET BT 10.16185 0 0 9.9626 472.069 361.764 Tm /Ty2 1
Tf [ (within) -304 (a) -303 (radius) -304 (of) ] TJ ET BT 9.9626 0 0 9.9626 308.862 349.809
Tm /Ty6 1 Tf (") Tj ET BT 6.9738 0 0 6.9738 312.906 348.315 Tm /Ty9 1 Tf (2)
Tj ET BT 0.2798 Tc 9.9626 0 0 9.9626 320.158 349.809 Tm /Ty18 1 Tf (=0) Tj
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Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 339.766 265.336 Tm /Ty6 1 Tf (")
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Tm /Ty1 1 Tf [ (Hyper) 10 (parameter) -250 (setting) -249 (and) -250 (tuning)
15 (.) ] TJ ET BT 10.16185 0 0 9.9626 480.722 204.774 Tm /Ty2 1 Tf [ (W) 78
(e) -249 (did) -250 (not) -249 (tune) ] TJ ET BT 9.763348 0 0 9.9626 308.862 192.819
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Tm /Ty2 1 Tf [ (Adam) -238 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 9.763348 0 0 9.9626 337.9395 144.998
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Tm /Ty2 1 Tf [ (ing) -216 (rate) -216 (schedule) -217 (from) -216 (Smith)
-216 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 9.763348 0 0 9.9626 426.2565 133.043
Tm /Ty2 1 Tf (38) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 436.0198 133.043
Tm /Ty2 1 Tf [ (].) -303 (The) -217 (schedule) -216 (is) -216 (piece) 25 (wise)
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(,) -245 (starting) -246 (from) ] TJ ET BT 9.9626 0 0 9.9626 391.79 121.088
Tm /Ty18 1 Tf (0) Tj ET BT 10.15189 0 0 9.9626 399.265 121.088 Tm /Ty2 1 Tf
[ (and) -246 (increasing) -245 (to) ] TJ ET BT 9.9626 0 0 9.9626 471.029 121.088
Tm /Ty18 1 Tf (10) Tj ET BT 6.9738 0 0 6.9738 480.991 124.703 Tm /Ty8 1 Tf
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Tm /Ty2 1 Tf [ (architectures) -250 (used) -250 (here) -250 (are) -250 (readily)
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0.81917 0 0 0.81917 440.1901 652.1821 cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 566.648 662.077 Tm /Ty6 1 Tf (!) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 6.9738 0 0 6.9738 570.799 660.583 Tm /Ty9 1 Tf (1) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 577.759 662.077 Tm /Ty2 1 Tf (\(ours\)) Tj ET Q q
0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 613.505 662.077
Tm /Ty6 1 Tf (!) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 6.9738 0 0 6.9738 617.656 660.583
Tm /Ty9 1 Tf (2) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 624.616 662.077
Tm /Ty2 1 Tf (\(ours\)) Tj ET Q 0.498 w q 0.81917 0 0 0.81917 50.112 650.5724
cm 0 0 m 604.272 0 l S Q q 0.81917 0 0 0.81917 50.112 648.5327 cm 0 0 m 604.272
0 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 56.09 642.629
Tm /Ty2 1 Tf [ (Clean) -250 (Accurac) 15 (y) -250 (\() ] TJ ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 125.648 642.629 Tm /Ty18 1 Tf (%) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 133.95 642.629 Tm /Ty2 1 Tf (\)) Tj ET Q 0.398 w q
0.81917 0 0 0.81917 145.8762 636.2509 cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 172.994 642.629 Tm /Ty2 1 Tf (97.2*) Tj ET Q q 0.81917 0 0 0.81917 174.0319 636.2509
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 207.365 642.629
Tm /Ty2 1 Tf (99.1*) Tj ET Q q 0.81917 0 0 0.81917 202.1876 636.2509 cm 0
0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 241.736 642.629
Tm /Ty2 1 Tf (99.2*) Tj ET Q q 0.81917 0 0 0.81917 230.3433 636.2509 cm 0
0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 276.107 642.629
Tm /Ty2 1 Tf (98.6*) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT
9.9626 0 0 9.9626 316.721 642.629 Tm /Ty1 1 Tf (98.9) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 334.156 642.629 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 363.578 642.629 Tm /Ty1 1 Tf (98.9) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 381.013 642.629 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 335.2667 636.2509
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 404.192 642.629
Tm /Ty2 1 Tf (98.2*) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT
9.9626 0 0 9.9626 444.806 642.629 Tm /Ty1 1 Tf (98.3) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 462.24 642.629 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 491.663 642.629 Tm /Ty1 1 Tf (98.9) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 509.097 642.629 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 440.1901 636.2509
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 532.277 642.629
Tm /Ty2 1 Tf [ (99.1*) -2077 (99.1) -2953 (99.1) ] TJ ET Q 0.498 w q 0.81917 0 0 0.81917 50.112 634.642
cm 0 0 m 604.272 0 l S Q q 0.81917 0 0 0.81917 50.112 632.6015 cm 0 0 m 604.272
0 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 56.09 623.181
Tm /Ty6 1 Tf (!) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 6.9738 0 0 6.9738 60.241 621.687
Tm /Ty9 1 Tf (1) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 67.201 623.181
Tm /Ty2 1 Tf [ (PGD) -250 (Rob) 20 (ust) -250 (Acc) -250 (\() ] TJ ET Q q
0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 141.99 623.181
Tm /Ty18 1 Tf (%) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 150.292 623.181
Tm /Ty2 1 Tf (\)) Tj ET Q 0.398 w q 0.81917 0 0 0.81917 145.8762 620.3205
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 172.994 623.181
Tm /Ty2 1 Tf (47.3*) Tj ET Q q 0.81917 0 0 0.81917 174.0319 620.3205 cm 0
0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 207.365 623.181
Tm /Ty2 1 Tf (67.8*) Tj ET Q q 0.81917 0 0 0.81917 202.1876 620.3205 cm 0
0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 241.736 623.181
Tm /Ty2 1 Tf (54.6*) Tj ET Q q 0.81917 0 0 0.81917 230.3433 620.3205 cm 0
0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 276.107 623.181
Tm /Ty2 1 Tf (67.1*) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT
9.9626 0 0 9.9626 316.721 623.181 Tm /Ty1 1 Tf (71.4) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 334.156 623.181 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 363.578 623.181 Tm /Ty1 1 Tf (69.7) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 381.013 623.181 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 335.2667 620.3205
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 404.192 623.181
Tm /Ty2 1 Tf [ (67.3*) -1827 (66.8) ] TJ ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 462.24 623.181 Tm /Ty17 1 Tf (0) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 491.663 623.181 Tm /Ty2 1 Tf (65.9) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 509.097 623.181 Tm /Ty17 1 Tf (0) Tj ET Q q 0.81917 0 0 0.81917 440.1901 620.3205
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 532.277 623.181
Tm /Ty2 1 Tf [ (70.6*) -1827 (68.2) ] TJ ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 590.325 623.181 Tm /Ty17 1 Tf (0) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 619.748 623.181 Tm /Ty2 1 Tf (68.9) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 637.182 623.181 Tm /Ty17 1 Tf (0) Tj ET Q 0.498 w
q 0.81917 0 0 0.81917 50.112 618.7108 cm 0 0 m 604.272 0 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 56.09 606.224 Tm /Ty6 1 Tf (!) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 6.9738 0 0 6.9738 60.241 604.73 Tm /Ty9 1 Tf (2) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 67.201 606.224 Tm /Ty2 1 Tf [ (PGD) -250 (Rob) 20
(ust) -250 (Acc) -250 (\() ] TJ ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 141.99 606.224 Tm /Ty18 1 Tf (%) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 150.292 606.224 Tm /Ty2 1 Tf (\)) Tj ET Q 0.398 w
q 0.81917 0 0 0.81917 145.8762 606.429 cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 172.994 606.224 Tm /Ty2 1 Tf (24.1*) Tj ET Q q 0.81917 0 0 0.81917 174.0319 606.429
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 207.365 606.224
Tm /Ty2 1 Tf (66.8*) Tj ET Q q 0.81917 0 0 0.81917 202.1876 606.429 cm 0 0
m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 241.736 606.224
Tm /Ty2 1 Tf (61.8*) Tj ET Q q 0.81917 0 0 0.81917 230.3433 606.429 cm 0 0
m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 276.107 606.224
Tm /Ty2 1 Tf (67.2*) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT
9.9626 0 0 9.9626 316.721 606.224 Tm /Ty1 1 Tf (69.4) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 334.156 606.224 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 363.578 606.224 Tm /Ty1 1 Tf (69.5) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 381.013 606.224 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 335.2667 606.429
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 404.192 606.224
Tm /Ty2 1 Tf [ (68.0*) -1827 (67.9) ] TJ ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 462.24 606.224 Tm /Ty17 1 Tf (0) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 491.663 606.224 Tm /Ty2 1 Tf (65.3) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 509.097 606.224 Tm /Ty17 1 Tf (0) Tj ET Q q 0.81917 0 0 0.81917 440.1901 606.429
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 532.277 606.224
Tm /Ty2 1 Tf [ (69.4*) -1827 (68.3) ] TJ ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 590.325 606.224 Tm /Ty17 1 Tf (0) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 619.748 606.224 Tm /Ty2 1 Tf (68.3) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 637.182 606.224 Tm /Ty17 1 Tf (0) Tj ET Q 0.498 w
q 0.81917 0 0 0.81917 50.112 604.8202 cm 0 0 m 604.272 0 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 56.09 589.267 Tm /Ty6 1 Tf (!) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 6.9738 0 0 6.9738 60.241 587.772 Tm /Ty8 1 Tf (!) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 71.172 589.267 Tm /Ty2 1 Tf [ (PGD) -250 (Rob) 20
(ust) -250 (Acc) -250 (\() ] TJ ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 145.961 589.267 Tm /Ty18 1 Tf (%) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 154.263 589.267 Tm /Ty2 1 Tf (\)) Tj ET Q 0.398 w
q 0.81917 0 0 0.81917 145.8762 592.5383 cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 179.22 589.267 Tm /Ty2 1 Tf (0*) Tj ET Q q 0.81917 0 0 0.81917 174.0319 592.5383
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 209.855 589.267
Tm /Ty2 1 Tf (0.1*) Tj ET Q q 0.81917 0 0 0.81917 202.1876 592.5383 cm 0 0
m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 241.736 589.267
Tm /Ty2 1 Tf (88.9*) Tj ET Q q 0.81917 0 0 0.81917 230.3433 592.5383 cm 0
0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 276.107 589.267
Tm /Ty2 1 Tf (21.2*) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT
9.9626 0 0 9.9626 316.721 589.267 Tm /Ty1 1 Tf (67.2) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 334.156 589.267 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 363.578 589.267 Tm /Ty1 1 Tf (67.6) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 381.013 589.267 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 335.2667 592.5383
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 404.192 589.267
Tm /Ty2 1 Tf (62.4*) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT
9.9626 0 0 9.9626 444.806 589.267 Tm /Ty1 1 Tf (69.7) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 462.24 589.267 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 491.663 589.267 Tm /Ty1 1 Tf (69.7) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 509.097 589.267 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 440.1901 592.5383
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 532.277 589.267
Tm /Ty2 1 Tf (59.5*) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT
9.9626 0 0 9.9626 572.891 589.267 Tm /Ty1 1 Tf (67.7) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 590.325 589.267 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 619.748 589.267 Tm /Ty1 1 Tf (65.6) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 637.182 589.267 Tm /Ty17 1 Tf (/) Tj ET Q 0.498 w
q 0.81917 0 0 0.81917 50.112 590.9287 cm 0 0 m 604.272 0 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 56.09 572.31 Tm /Ty1 1 Tf [ (All) -250 (PGD) -250
(Rob) 20 (ust) -250 (Acc) ] TJ ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 146.101 572.31 Tm /Ty2 1 Tf (\() Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 149.419 572.31 Tm /Ty18 1 Tf (%) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 157.721 572.31 Tm /Ty2 1 Tf (\)) Tj ET Q 0.398 w q
0.81917 0 0 0.81917 145.8762 578.6477 cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 179.22 572.31 Tm /Ty2 1 Tf (0*) Tj ET Q q 0.81917 0 0 0.81917 174.0319 578.6477
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 209.855 572.31
Tm /Ty2 1 Tf (0.1*) Tj ET Q q 0.81917 0 0 0.81917 202.1876 578.6477 cm 0 0
m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 241.736 572.31
Tm /Ty2 1 Tf (52.1*) Tj ET Q q 0.81917 0 0 0.81917 230.3433 578.6477 cm 0
0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 276.107 572.31
Tm /Ty2 1 Tf (21.2*) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT
9.9626 0 0 9.9626 316.721 572.31 Tm /Ty1 1 Tf (61.3) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 334.156 572.31 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 363.578 572.31 Tm /Ty1 1 Tf (61.4) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 381.013 572.31 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 335.2667 578.6477
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 404.192 572.31
Tm /Ty2 1 Tf (59.7*) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT
9.9626 0 0 9.9626 444.806 572.31 Tm /Ty1 1 Tf (62.1) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 462.24 572.31 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 491.663 572.31 Tm /Ty1 1 Tf (61.0) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 509.097 572.31 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 440.1901 578.6477
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT 9.9626 0 0 9.9626 532.277 572.31
Tm /Ty2 1 Tf (55.4*) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669 cm BT
9.9626 0 0 9.9626 572.891 572.31 Tm /Ty1 1 Tf (59.2) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 590.325 572.31 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 619.748 572.31 Tm /Ty1 1 Tf (58.2) Tj ET Q q 0.81917 0 0 0.81917 9.061753 112.7669
cm BT 9.9626 0 0 9.9626 637.182 572.31 Tm /Ty17 1 Tf (/) Tj ET Q 0.797 w q
0.81917 0 0 0.81917 50.112 576.9159 cm 0 0 m 604.272 0 l S Q BT 9.9626 0 0 9.9626 50.112 559.878
Tm /Ty18 1 Tf (6) Tj ET BT 10.16185 0 0 9.9626 58.054 559.878 Tm /Ty2 1 Tf
[ (epochs,) -303 (then) -291 (decreasing) -292 (t) 1 (o) ] TJ ET BT 9.9626 0 0 9.9626 169.63 559.878
Tm /Ty18 1 Tf (0) Tj ET BT 10.16185 0 0 9.9626 177.572 559.878 Tm /Ty2 1 Tf
[ (o) 15 (v) 14 (er) -291 (the) -291 (last) ] TJ ET BT 9.9626 0 0 9.9626 230.744 559.878
Tm /Ty18 1 Tf (9) Tj ET BT 10.16185 0 0 9.9626 238.686 559.878 Tm /Ty2 1 Tf
[ (epochs.) -443 (On) ] TJ ET BT 9.763348 0 0 9.9626 50.112 547.923 Tm /Ty2
1 Tf [ (CIF) 76 (AR-10) -249 (and) -249 (CIF) 75 (AR-100,) -250 (we) -249
(used) -248 (SGD) -249 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 9.763348 0 0 9.9626 220.2383 547.923
Tm /Ty2 1 Tf (34) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 230.0017 547.923
Tm /Ty2 1 Tf [ (]) -249 (with) -249 (momen-) ] TJ ET BT 9.843049 0 0 9.9626 50.112 535.968
Tm /Ty2 1 Tf (tum) Tj ET BT 9.9626 0 0 9.9626 67.917 535.968 Tm /Ty18 1 Tf
(0) Tj ET BT 9.9626 0 0 9.9626 72.899 535.968 Tm /Ty5 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 75.666 535.968
Tm /Ty18 1 Tf (9) Tj ET BT 9.843049 0 0 9.9626 83.137 535.968 Tm /Ty2 1 Tf
[ (and) -253 (weight) -253 (decay) ] TJ ET BT 9.9626 0 0 9.9626 154.566 535.968
Tm /Ty18 1 Tf (5) Tj ET BT 9.9626 0 0 9.9626 161.758 535.968 Tm /Ty17 1 Tf
(.) Tj ET BT 9.9626 0 0 9.9626 171.717 535.968 Tm /Ty18 1 Tf (10) Tj ET BT
6.9738 0 0 6.9738 181.68 539.583 Tm /Ty8 1 Tf (&) Tj ET BT 6.9738 0 0 6.9738 187.907 539.583
Tm /Ty9 1 Tf (4) Tj ET BT 9.843049 0 0 9.9626 194.866 535.968 Tm /Ty2 1 Tf
[ (for) -253 (all) -253 (models.) -314 (W) 81 (e) -252 (also) ] TJ ET BT 9.763348 0 0 9.9626 50.112 524.013
Tm /Ty2 1 Tf [ (used) -206 (a) -206 (v) 25 (ariation) -206 (of) -206 (the)
-206 (learning) -206 (rate) -206 (schedule) -206 (from) -207 (Smit) 1 (h)
-207 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 9.763348 0 0 9.9626 273.351 524.013 Tm
/Ty2 1 Tf (38) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 283.1143 524.013
Tm /Ty2 1 Tf (]) Tj ET BT 10.05226 0 0 9.9626 50.112 512.058 Tm /Ty2 1 Tf
[ (to) -248 (achie) 25 (v) 14 (e) -248 (supercon) 40 (v) 15 (er) 18 (gence)
-249 (in) ] TJ ET BT 9.9626 0 0 9.9626 177.875 512.058 Tm /Ty18 1 Tf (50)
Tj ET BT 10.05226 0 0 9.9626 190.333 512.058 Tm /Ty2 1 Tf [ (epochs.) -309
(The) -248 (schedule) -248 (is) ] TJ ET BT 10.10208 0 0 9.9626 50.112 500.103
Tm /Ty2 1 Tf [ (piece) 25 (wise) -247 (linear) 39 (,) -246 (starting) -247
(from) ] TJ ET BT 9.9626 0 0 9.9626 174.739 500.103 Tm /Ty18 1 Tf (0) Tj ET
BT 10.10208 0 0 9.9626 182.213 500.103 Tm /Ty2 1 Tf [ (and) -247 (increasing)
-246 (to) ] TJ ET BT 9.9626 0 0 9.9626 253.656 500.103 Tm /Ty18 1 Tf (0) Tj
ET BT 9.9626 0 0 9.9626 258.637 500.103 Tm /Ty5 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 261.405 500.103
Tm /Ty18 1 Tf (1) Tj ET BT 10.10208 0 0 9.9626 268.879 500.103 Tm /Ty2 1 Tf
[ (o) 15 (v) 15 (er) ] TJ ET BT 9.763348 0 0 9.9626 50.112 488.147 Tm /Ty2
1 Tf [ (the) -236 ] TJ ET BT 9.9626 0 0 9.9626 81.846 488.147 Tm /Ty18
1 Tf (20) Tj ET BT 9.763348 0 0 9.9626 94.115 488.147 Tm /Ty2 1 Tf [ (epochs,)
-240 (then) -236 (decreasing) -236 (to) ] TJ ET BT 9.9626 0 0 9.9626 199.086 488.147
Tm /Ty18 1 Tf (0) Tj ET BT 9.9626 0 0 9.9626 204.068 488.147 Tm /Ty5 1 Tf
(.) Tj ET BT 9.9626 0 0 9.9626 206.835 488.147 Tm /Ty18 1 Tf (005) Tj ET BT
9.763348 0 0 9.9626 224.085 488.147 Tm /Ty2 1 Tf [ (o) 15 (v) 16 (er) -237
(the) -236 (ne) 15 (xt) ] TJ ET BT 9.9626 0 0 9.9626 276.648 488.147 Tm /Ty18
1 Tf (20) Tj ET BT 9.9626 0 0 9.9626 50.112 476.192 Tm /Ty2 1 Tf [ (epochs,)
-250 (and) -250 (nally) -250 (decreasing) -250 (to) ] TJ ET BT 9.9626 0 0 9.9626 182.923 476.192
Tm /Ty18 1 Tf (0) Tj ET BT 9.9626 0 0 9.9626 190.395 476.192 Tm /Ty2 1 Tf
[ (o) 15 (v) 15 (er) -250 (the) -250 (last) ] TJ ET BT 9.9626 0 0 9.9626 241.283 476.192
Tm /Ty18 1 Tf (10) Tj ET BT 9.9626 0 0 9.9626 253.737 476.192 Tm /Ty2 1 Tf
(epochs.) Tj ET BT 9.952637 0 0 9.9626 62.067 462.896 Tm /Ty1 1 Tf [ (Ev)
10 (aluation) -251 (metric.) ] TJ ET BT 9.952637 0 0 9.9626 144.147 462.896
Tm /Ty2 1 Tf [ (While) -251 (our) -251 (main) -251 (tar) 18 (get) -250 (is)
-251 (to) -251 (impro) 15 (v) 15 (e) ] TJ ET BT 10.16185 0 0 9.9626 50.112 450.941
Tm /Ty2 1 Tf (the) Tj ET BT 10.16185 0 0 9.9626 65.955 450.941 Tm /Ty1 1 Tf
[ (o) 10 (v) 10 (erall) -337 (r) 17 (ob) 20 (ust) -337 (accuracy) ] TJ ET
BT 10.16185 0 0 9.9626 172.738 450.941 Tm /Ty2 1 Tf (on) Tj ET BT 9.9626 0 0 9.9626 186.325 450.941
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 190.476 449.446 Tm /Ty9 1 Tf (1)
Tj ET BT 10.16185 0 0 9.9626 194.946 450.941 Tm /Ty2 1 Tf (-,) Tj ET BT 9.9626 0 0 9.9626 204.529 450.941
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 208.68 449.446 Tm /Ty9 1 Tf (2)
Tj ET BT 10.16185 0 0 9.9626 213.149 450.941 Tm /Ty2 1 Tf [ (,) -360 (and)
] TJ ET BT 9.9626 0 0 9.9626 237.447 450.941 Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 241.598 449.446
Tm /Ty8 1 Tf (!) Tj ET BT 10.16185 0 0 9.9626 250.039 450.941 Tm /Ty2 1 Tf
[ (-) -337 (attacks,) ] TJ ET BT 10.16185 0 0 9.9626 49.753 438.985 Tm /Ty2
1 Tf [ (we) -320 (report) -319 (the) -320 (single) -320 (attack) -319 (accurac)
14 (y) -319 (as) -320 (well.) -528 (The) -319 (o) 14 (v) 15 (erall) ] TJ ET
BT 9.763348 0 0 9.9626 50.112 427.03 Tm /Ty2 1 Tf [ (rob) 20 (ust) -225 (accurac)
15 (y) -225 (is) -226 (calculated) -225 (as) ] TJ ET BT 9.9626 0 0 9.9626 174.095 434.502
Tm /Ty27 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 184.611 424.041 Tm /Ty9 1 Tf
(\() Tj ET BT 6.9738 0 0 6.9738 187.724 424.041 Tm /Ty19 1 Tf (x) Tj ET BT
0.0003 Tc 6.9738 0 0 6.9738 192.485 424.041 Tm /Ty15 1 Tf (,y) Tj 0 Tc ET
BT 6.9738 0 0 6.9738 199.142 424.041 Tm /Ty9 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 202.754 427.03
Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 206.628 427.03 Tm /Ty20 1 Tf
(I) Tj ET BT 9.9626 0 0 9.9626 210.973 427.03 Tm /Ty18 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 214.847 427.03 Tm /Ty5 1 Tf (f) Tj ET BT 9.9626 0 0 9.9626 220.797 427.03
Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 224.671 427.03 Tm /Ty20 1 Tf
(x) Tj ET BT 9.9626 0 0 9.9626 231.862 427.03 Tm /Ty18 1 Tf (+) Tj ET BT 9.9626 0 0 9.9626 240.755 427.03
Tm /Ty25 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 245.958 425.536 Tm /Ty9 1 Tf
(1) Tj ET BT 9.9626 0 0 9.9626 250.427 427.03 Tm /Ty18 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 254.302 427.03 Tm /Ty20 1 Tf (x) Tj ET BT 0.0009 Tc 9.9626 0 0 9.9626 260.348 427.03
Tm /Ty18 1 Tf [ (\)\)) -278 (==) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 50.112 413.83
Tm /Ty5 1 Tf (y) Tj ET BT 9.9626 0 0 9.9626 55.354 413.83 Tm /Ty18 1 Tf (\))
Tj ET BT 9.9626 0 0 9.9626 61.481 413.83 Tm /Ty17 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 68.715 413.83
Tm /Ty20 1 Tf (I) Tj ET BT 9.9626 0 0 9.9626 73.06 413.83 Tm /Ty18 1 Tf (\()
Tj ET BT 9.9626 0 0 9.9626 76.934 413.83 Tm /Ty5 1 Tf (f) Tj ET BT 9.9626 0 0 9.9626 82.884 413.83
Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 86.759 413.83 Tm /Ty20 1 Tf
(x) Tj ET BT 9.9626 0 0 9.9626 95.058 413.83 Tm /Ty18 1 Tf (+) Tj ET BT 9.9626 0 0 9.9626 105.059 413.83
Tm /Ty25 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 110.262 412.335 Tm /Ty9 1 Tf
(2) Tj ET BT 9.9626 0 0 9.9626 114.731 413.83 Tm /Ty18 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 118.606 413.83 Tm /Ty20 1 Tf (x) Tj ET BT 0.0009 Tc 9.9626 0 0 9.9626 124.653 413.83
Tm /Ty18 1 Tf [ (\)\)) -287 (==) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 153.628 413.83
Tm /Ty5 1 Tf (y) Tj ET BT 9.9626 0 0 9.9626 158.87 413.83 Tm /Ty18 1 Tf (\))
Tj ET BT 9.9626 0 0 9.9626 164.997 413.83 Tm /Ty17 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 172.231 413.83
Tm /Ty20 1 Tf (I) Tj ET BT 9.9626 0 0 9.9626 176.576 413.83 Tm /Ty18 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 180.45 413.83 Tm /Ty5 1 Tf (f) Tj ET BT 9.9626 0 0 9.9626 186.4 413.83
Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 190.274 413.83 Tm /Ty20 1 Tf
(x) Tj ET BT 9.9626 0 0 9.9626 198.574 413.83 Tm /Ty18 1 Tf (+) Tj ET BT 9.9626 0 0 9.9626 208.575 413.83
Tm /Ty25 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 213.778 412.335 Tm /Ty8 1 Tf
(!) Tj ET BT 9.9626 0 0 9.9626 222.219 413.83 Tm /Ty18 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 226.093 413.83 Tm /Ty20 1 Tf (x) Tj ET BT 0.0009 Tc 9.9626 0 0 9.9626 232.14 413.83
Tm /Ty18 1 Tf [ (\)\)) -287 (==) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 261.115 413.83
Tm /Ty5 1 Tf (y) Tj ET BT 0.0009 Tc 9.9626 0 0 9.9626 266.357 413.83 Tm /Ty18
1 Tf (\)\)) Tj 0 Tc ET BT 9.9626 0 0 9.9626 274.106 413.83 Tm /Ty5 1 Tf (/n)
Tj ET BT 10.16185 0 0 9.9626 285.067 413.83 Tm /Ty2 1 Tf (,) Tj ET BT 10.16185 0 0 9.9626 49.753 401.875
Tm /Ty2 1 Tf (where) Tj ET BT 9.9626 0 0 9.9626 78.02 401.875 Tm /Ty20 1 Tf
(I) Tj ET BT 9.9626 0 0 9.9626 82.365 401.875 Tm /Ty18 1 Tf (\() Tj ET BT
0.0008 Tc 9.9626 0 0 9.9626 86.239 401.875 Tm /Ty5 1 Tf [ (con) 1 (d) ] TJ
0 Tc ET BT 0.4559 Tc 9.9626 0 0 9.9626 106.545 401.875 Tm /Ty18 1 Tf [ (\)=)
1 (1) ] TJ 0 Tc ET BT 10.16185 0 0 9.9626 135.648 401.875 Tm /Ty2 1 Tf (when)
Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 161.1 401.875 Tm /Ty5 1 Tf [ (con) 1
(d) ] TJ 0 Tc ET BT 10.16185 0 0 9.9626 184.847 401.875 Tm /Ty2 1 Tf [ (is)
-339 (true) -338 (and) ] TJ ET BT 9.9626 0 0 9.9626 232.425 401.875 Tm /Ty20
1 Tf (I) Tj ET BT 9.9626 0 0 9.9626 236.77 401.875 Tm /Ty18 1 Tf (\() Tj ET
BT 0.0008 Tc 9.9626 0 0 9.9626 240.644 401.875 Tm /Ty5 1 Tf [ (con) 1 (d)
] TJ 0 Tc ET BT 0.4559 Tc 9.9626 0 0 9.9626 260.95 401.875 Tm /Ty18 1 Tf [
(\)=) 1 (0) ] TJ 0 Tc ET BT 9.763348 0 0 9.9626 49.753 389.919 Tm /Ty2 1 Tf
(when) Tj ET BT 0.0008 Tc 9.9626 0 0 9.9626 73.339 389.919 Tm /Ty5 1 Tf [
(con) 1 (d) ] TJ 0 Tc ET BT 9.763348 0 0 9.9626 96.084 389.919 Tm /Ty2 1 Tf
[ (is) -250 (f) 10 (alse,) ] TJ ET BT 9.9626 0 0 9.9626 128.258 389.919 Tm
/Ty5 1 Tf (n) Tj ET BT 9.763348 0 0 9.9626 136.676 389.919 Tm /Ty2 1 Tf [
(is) -250 (the) -250 (total) -249 (number) -250 (of) -250 (testing) -250 (data,)
-250 (and) ] TJ ET BT 9.9626 0 0 9.9626 50.112 377.964 Tm /Ty5 1 Tf (f) Tj
ET BT 9.9626 0 0 9.9626 56.062 377.964 Tm /Ty18 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 59.936 377.964
Tm /Ty16 1 Tf Tj ET BT 9.9626 0 0 9.9626 62.704 377.964 Tm /Ty18 1 Tf
(\)) Tj ET BT 9.9626 0 0 9.9626 69.069 377.964 Tm /Ty2 1 Tf [ (is) -250 (the)
-250 (trained) -250 (model.) ] TJ ET BT 10.9589 0 0 10.9589 50.112 354.015
Tm /Ty1 1 Tf [ (6.2.) -250 (Results) -250 (on) -250 (MNIST) ] TJ ET BT 10.16185 0 0 9.9626 62.067 334.741
Tm /Ty2 1 Tf [ (Here) -255 (we) -256 (present) -255 (results) -255 (on) -256
(the) -255 (MNIST) -255 (dataset,) -258 (summa-) ] TJ ET BT 10.16185 0 0 9.9626 50.112 322.786
Tm /Ty2 1 Tf [ (rized) -358 (in) -357 (T) 78 (able) ] TJ ET /Cs1 cs 1 0 0
sc BT 10.16185 0 0 9.9626 111.5709 322.786 Tm /Ty2 1 Tf (1) Tj ET /Cs2 cs
0 sc BT 10.16185 0 0 9.9626 116.6518 322.786 Tm /Ty2 1 Tf [ (.) -641 (Although)
-358 (it) -358 (has) -357 (been) -358 (considered) -357 (as) -358 (an) ] TJ
ET BT 9.793236 0 0 9.9626 48.787 310.831 Tm /Ty2 1 Tf [ -256 (benchmark)
-256 (compared) -256 (to) -256 (CIF) 75 (AR-10) -256 (or) -256 (lar) 19 (ger)
-256 (datasets,) ] TJ ET BT 10.16185 0 0 9.9626 50.112 298.876 Tm /Ty2 1 Tf
[ (such) -274 (as) -273 (ImageNet) -274 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 10.16185 0 0 9.9626 128.9985 298.876
Tm /Ty2 1 Tf (9) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 134.0794 298.876
Tm /Ty2 1 Tf [ (],) -281 (we) -273 (noticed) -274 (that) -273 (all) -274 (the)
-274 (single) -273 (tar) 17 (get) ] TJ ET BT 10.02238 0 0 9.9626 50.112 286.92
Tm /Ty2 1 Tf [ (adv) 15 (ersarial) -248 (training) -249 (methods,) -248 (namely)
] TJ ET BT 9.9626 0 0 9.9626 201.04 286.92 Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 205.191 285.426
Tm /Ty9 1 Tf (1) Tj ET BT 10.02238 0 0 9.9626 209.661 286.92 Tm /Ty2 1 Tf
(,) Tj ET BT 9.9626 0 0 9.9626 214.655 286.92 Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 218.806 285.426
Tm /Ty9 1 Tf (2) Tj ET BT 10.02238 0 0 9.9626 223.275 286.92 Tm /Ty2 1 Tf
[ (,) -248 (and) ] TJ ET BT 9.9626 0 0 9.9626 245.23 286.92 Tm /Ty6 1 Tf (!)
Tj ET BT 6.9738 0 0 6.9738 249.381 285.426 Tm /Ty8 1 Tf (!) Tj ET BT 10.02238 0 0 9.9626 257.822 286.92
Tm /Ty2 1 Tf [ (,) -248 (f) 10 (ail) -249 (to) ] TJ ET BT 10.14193 0 0 9.9626 50.112 274.965
Tm /Ty2 1 Tf [ (defend) -247 (ag) 5 (ainst) -246 (only) -247 (three) -246
(attacks,) -247 (while) -247 (the) -246 (best) -247 (method) -246 (is) ] TJ
ET BT 9.9626 0 0 9.9626 50.112 263.01 Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 54.263 261.516
Tm /Ty8 1 Tf (!) Tj ET BT 10.09211 0 0 9.9626 65.196 263.01 Tm /Ty2 1 Tf [
(training,) -247 (which) -247 (defends) -247 (ag) 5 (ainst) -247 (almost)
-247 (all) -247 (three) -247 (attacks) ] TJ ET BT 9.9626 0 0 9.9626 50.112 251.055
Tm /Ty2 1 Tf [ (and) -250 (outperforms) -250 (the) -250 (MAX) -250 (method.)
] TJ ET BT 10.16185 0 0 9.9626 62.067 237.758 Tm /Ty2 1 Tf [ (From) -313 (T)
79 (able) ] TJ ET /Cs1 cs 1 0 0 sc BT 10.16185 0 0 9.9626 112.7848 237.758
Tm /Ty2 1 Tf (1) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 117.8657 237.758
Tm /Ty2 1 Tf [ (,) -329 (we) -313 (can) -312 (see) -313 (that) -312 (our)
-313 (proposed) -312 (Adapti) 24 (v) 15 (e-) ] TJ ET BT 10.07219 0 0 9.9626 50.112 225.803
Tm /Ty2 1 Tf [ (Budget) -246 (impro) 15 (v) 14 (es) -246 (the) -246 (o) 15
(v) 14 (eral) 1 (l) -247 (rob) 20 (ust) -246 (accurac) 15 (y) -247 (ag) 5
(ainst) ] TJ ET BT 9.9626 0 0 9.9626 262.847 225.803 Tm /Ty6 1 Tf (!) Tj ET
BT 6.9738 0 0 6.9738 266.999 224.309 Tm /Ty9 1 Tf (1) Tj ET BT 10.07219 0 0 9.9626 271.468 225.803
Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 276.469 225.803 Tm /Ty6 1 Tf (!)
Tj ET BT 6.9738 0 0 6.9738 280.62 224.309 Tm /Ty9 1 Tf (2) Tj ET BT 10.07219 0 0 9.9626 285.089 225.803
Tm /Ty2 1 Tf (,) Tj ET BT 10.16185 0 0 9.9626 50.112 213.848 Tm /Ty2 1 Tf
(and) Tj ET BT 9.9626 0 0 9.9626 68.52 213.848 Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 72.671 212.354
Tm /Ty8 1 Tf (!) Tj ET BT 10.16185 0 0 9.9626 84.846 213.848 Tm /Ty2 1 Tf
[ (PGD) -367 (attacks,) -398 (as) -368 (well) -367 (as) -368 (the) ] TJ ET
BT 9.9626 0 0 9.9626 205.49 213.848 Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 209.641 212.354
Tm /Ty8 1 Tf (!) Tj ET BT 10.16185 0 0 9.9626 221.816 213.848 Tm /Ty2 1 Tf
[ (rob) 20 (ust) -368 (accurac) 15 (y) ] TJ ET BT 10.16185 0 0 9.9626 50.112 201.893
Tm /Ty2 1 Tf [ (for) -338 (all) -339 (three) -338 (methods,) ] TJ ET BT 10.16185 0 0 9.9626 143.409 201.893
Tm /Ty4 1 Tf (i.e) Tj ET BT 10.16185 0 0 9.9626 153.286 201.893 Tm /Ty2 1
Tf [ (.,) -362 (MAX,) -338 (MSD,) -339 (and) -338 (A) 132 (V) 15 (G,) -339
(using) ] TJ ET BT 10.16185 0 0 9.9626 50.112 189.938 Tm /Ty2 1 Tf (both)
Tj ET BT 9.9626 0 0 9.9626 71.554 189.938 Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 75.705 188.443
Tm /Ty9 1 Tf (1) Tj ET BT 10.16185 0 0 9.9626 83.548 189.938 Tm /Ty2 1 Tf
(and) Tj ET BT 9.9626 0 0 9.9626 101.596 189.938 Tm /Ty6 1 Tf (!) Tj ET BT
6.9738 0 0 6.9738 105.747 188.443 Tm /Ty9 1 Tf (2) Tj ET BT 10.16185 0 0 9.9626 113.59 189.938
Tm /Ty2 1 Tf [ (norms.) -565 (Specically) 64 (,) -354 (on) -332 (MAX,) -332
(the) ] TJ ET BT 9.9626 0 0 9.9626 259.694 189.938 Tm /Ty6 1 Tf (!) Tj ET
BT 6.9738 0 0 6.9738 263.845 188.443 Tm /Ty9 1 Tf (1) Tj ET BT 10.16185 0 0 9.9626 271.688 189.938
Tm /Ty2 1 Tf (and) Tj ET BT 9.9626 0 0 9.9626 50.112 177.983 Tm /Ty6 1 Tf
(!) Tj ET BT 6.9738 0 0 6.9738 54.263 176.488 Tm /Ty9 1 Tf (2) Tj ET BT 10.16185 0 0 9.9626 62.328 177.983
Tm /Ty2 1 Tf [ (rob) 20 (ust) -354 (accurac) 14 (y) -353 (is) -354 (impro)
14 (v) 15 (ed) -354 (by) ] TJ ET BT 9.9626 0 0 9.9626 197.059 177.983 Tm /Ty18
1 Tf (4) Tj ET BT 9.9626 0 0 9.9626 202.041 177.983 Tm /Ty5 1 Tf (.) Tj ET
BT 9.9626 0 0 9.9626 204.808 177.983 Tm /Ty18 1 Tf (3) Tj ET BT 10.16185 0 0 9.9626 209.79 177.983
Tm /Ty2 1 Tf [ (%) -354 (and) ] TJ ET BT 9.9626 0 0 9.9626 240.12 177.983
Tm /Ty18 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 245.101 177.983 Tm /Ty5 1 Tf
(.) Tj ET BT 9.9626 0 0 9.9626 247.868 177.983 Tm /Ty18 1 Tf (2) Tj ET BT
10.16185 0 0 9.9626 252.85 177.983 Tm /Ty2 1 Tf [ (%) -354 (\(with) ] TJ ET
BT 9.9626 0 0 9.9626 50.112 166.027 Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 54.263 164.533
Tm /Ty9 1 Tf (1) Tj ET BT 10.16185 0 0 9.9626 61.933 166.027 Tm /Ty2 1 Tf
[ (norm) -315 (Adapti) 25 (v) 14 (eBudget\),) ] TJ ET BT 9.9626 0 0 9.9626 162.099 166.027
Tm /Ty18 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 167.08 166.027 Tm /Ty5 1 Tf (.)
Tj ET BT 9.9626 0 0 9.9626 169.848 166.027 Tm /Ty18 1 Tf (6%) Tj ET BT 10.16185 0 0 9.9626 186.331 166.027
Tm /Ty2 1 Tf (and) Tj ET BT 9.9626 0 0 9.9626 204.205 166.027 Tm /Ty18 1 Tf
(2) Tj ET BT 9.9626 0 0 9.9626 209.187 166.027 Tm /Ty5 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 211.954 166.027
Tm /Ty18 1 Tf (3%) Tj ET BT 10.16185 0 0 9.9626 228.438 166.027 Tm /Ty2 1
Tf (\(with) Tj ET BT 9.9626 0 0 9.9626 253.09 166.027 Tm /Ty6 1 Tf (!) Tj
ET BT 6.9738 0 0 6.9738 257.241 164.533 Tm /Ty9 1 Tf (2) Tj ET BT 10.16185 0 0 9.9626 264.91 166.027
Tm /Ty2 1 Tf (norm) Tj ET BT 9.763348 0 0 9.9626 49.753 154.072 Tm /Ty2 1
Tf [ (Adapti) 26 (v) 15 (eBudget\),) -220 (respecti) 26 (v) 15 (ely) 66 (.)
-301 (Additionally) 66 (,) -219 (we) -211 (observ) 15 (e) -210 (that) ] TJ
ET BT 9.912787 0 0 9.9626 50.112 142.117 Tm /Ty2 1 Tf [ (our) -252 (proposed)
-251 (method) -252 (is) -251 (able) -252 (to) -251 (a) 20 (v) 20 (oid) -252
(the) -251 (player) -252 (domination) ] TJ ET BT 9.853011 0 0 9.9626 50.112 130.162
Tm /Ty2 1 Tf [ (phenomenon) -254 (e) 26 (v) 15 (en) -254 (in) -254 (non-con)
41 (v) 15 (e) 15 (x) -254 (scenarios,) -254 (as) -253 (all) -254 (the) -254
(rob) 21 (ust) ] TJ ET BT 9.9626 0 0 9.9626 50.112 118.207 Tm /Ty2 1 Tf [
(accuracies) -250 (of) -250 (MAX) -250 (are) -250 (impro) 15 (v) 15 (ed.)
] TJ ET BT 9.833086 0 0 9.9626 62.067 104.91 Tm /Ty2 1 Tf [ (The) -254 (all)
-255 (PGD) -254 (rob) 20 (ust) -254 (accurac) 15 (y) -254 (of) -255 (v) 26
(anilla) -255 (MAX) -254 (also) -255 (sho) 26 (ws) ] TJ ET BT 9.872937 0 0 9.9626 50.112 92.955
Tm /Ty2 1 Tf [ (that) -252 (the) -252 (player) -252 (domination) -253 (phenomenon)
-252 (hinders) -252 (MAX) -252 (from) ] TJ ET BT 10.16185 0 0 9.9626 50.112 81
Tm /Ty2 1 Tf [ (achie) 25 (ving) -251 (satisf) 10 (actory) -250 (rob) 20 (ust)
-250 (accurac) 14 (y) -250 (for) -250 (non-con) 39 (v) 15 (e) 15 (x) -250
(sce-) ] TJ ET BT 9.763348 0 0 9.9626 308.862 559.878 Tm /Ty2 1 Tf [ (narios.)
-307 (Maini) ] TJ ET BT 9.763348 0 0 9.9626 363.698 559.878 Tm /Ty4 1 Tf [
(et) -227 (al) ] TJ ET BT 0.227 Tc 9.763348 0 0 9.9626 380.567 559.878 Tm
/Ty2 1 Tf (.[) Tj 0 Tc ET /Cs1 cs 0 1 0 sc BT 9.763348 0 0 9.9626 388.4753 559.878
Tm /Ty2 1 Tf (26) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 398.2387 559.878
Tm /Ty2 1 Tf [ (]) -226 (and) -227 (T) 36 (ramer) -227 (and) -227 (Boneh)
-227 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 9.763348 0 0 9.9626 497.8834 559.878
Tm /Ty2 1 Tf (41) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 507.6467 559.878
Tm /Ty2 1 Tf [ (]) -226 (mention) ] TJ ET BT 9.932712 0 0 9.9626 308.862 547.923
Tm /Ty2 1 Tf [ (that) -251 (there) -250 (is) -251 (a) -251 (trade-of) 25 (f)
-251 (between) -250 (rob) 20 (ust) -251 (accurac) 15 (y) -251 (ag) 5 (ainst)
] TJ ET BT 9.9626 0 0 9.9626 532.52 547.923 Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 536.671 546.429
Tm /Ty8 1 Tf (!) Tj ET BT 9.763348 0 0 9.9626 308.862 535.968 Tm /Ty2 1 Tf
[ (attacks) -208 (and) -209 (rob) 21 (ust) -208 (accurac) 15 (y) -208 (ag)
5 (ainst) ] TJ ET BT 9.9626 0 0 9.9626 446.599 535.968 Tm /Ty6 1 Tf (!) Tj
ET BT 6.9738 0 0 6.9738 450.75 534.474 Tm /Ty9 1 Tf (1) Tj ET BT 9.763348 0 0 9.9626 457.253 535.968
Tm /Ty2 1 Tf (and) Tj ET BT 9.9626 0 0 9.9626 473.385 535.968 Tm /Ty6 1 Tf
(!) Tj ET BT 6.9738 0 0 6.9738 477.536 534.474 Tm /Ty9 1 Tf (2) Tj ET BT 9.763348 0 0 9.9626 484.039 535.968
Tm /Ty2 1 Tf [ (attacks.) -301 (Similar) ] TJ ET BT 9.952637 0 0 9.9626 308.862 524.013
Tm /Ty2 1 Tf [ (observ) 25 (ations) -252 (can) -252 (be) -251 (obtained) -252
(from) -252 (our) -252 (e) 15 (xperimental) -252 (results.) ] TJ ET BT 9.763348 0 0 9.9626 308.862 512.058
Tm /Ty2 1 Tf [ (F) 15 (or) -252 (MSD) -252 (and) -252 (A) 137 (V) 16 (G,)
-253 (the) -252 (rob) 21 (ust) -253 (accurac) 16 (y) -252 (defending) ] TJ
ET BT 9.9626 0 0 9.9626 509.046 512.058 Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 513.197 510.563
Tm /Ty9 1 Tf (1) Tj ET BT 9.763348 0 0 9.9626 520.129 512.058 Tm /Ty2 1 Tf
(and) Tj ET BT 9.9626 0 0 9.9626 536.69 512.058 Tm /Ty6 1 Tf (!) Tj ET BT
6.9738 0 0 6.9738 540.841 510.563 Tm /Ty9 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 308.862 500.103
Tm /Ty2 1 Tf [ (PGD) -250 (attacks) -250 (drops) -250 (slightly) 65 (.) ]
TJ ET BT 10.16185 0 0 9.9626 320.817 488.147 Tm /Ty1 1 Tf [ (Norm) -357 (choice)
-356 (in) -357 (Adapti) 10 (v) 10 (eBudget.) ] TJ ET BT 10.16185 0 0 9.9626 472.049 488.147
Tm /Ty2 1 Tf [ (W) 78 (e) -356 (use) ] TJ ET BT 9.9626 0 0 9.9626 506.149 488.147
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 510.3 486.653 Tm /Ty9 1 Tf (1)
Tj ET BT 10.16185 0 0 9.9626 518.393 488.147 Tm /Ty2 1 Tf (and) Tj ET BT 9.9626 0 0 9.9626 536.69 488.147
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 540.841 486.653 Tm /Ty9 1 Tf (2)
Tj ET BT 10.16185 0 0 9.9626 308.862 476.192 Tm /Ty2 1 Tf [ (norms) -301 (for)
-301 (Adapti) 25 (v) 15 (eBudget,) -315 (and) -301 (the) -301 (corresponding)
-301 (results) ] TJ ET BT 10.16185 0 0 9.9626 308.862 464.237 Tm /Ty2 1 Tf
[ (are) -359 (sho) 24 (wn) -359 (in) -359 (T) 78 (able) ] TJ ET /Cs1 cs 1
0 0 sc BT 10.16185 0 0 9.9626 392.4026 464.237 Tm /Ty2 1 Tf (1) Tj ET /Cs2
cs 0 sc BT 10.16185 0 0 9.9626 397.4835 464.237 Tm /Ty2 1 Tf [ (.) -647 (There)
-359 (is) -359 (no) -359 (signicant) -360 (dif) 25 (ference) ] TJ ET BT 10.09211 0 0 9.9626 308.862 452.282
Tm /Ty2 1 Tf [ (between) -247 (the) -246 (e) 15 (xperiments) -247 (with) ]
TJ ET BT 9.9626 0 0 9.9626 431.898 452.282 Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 436.049 450.788
Tm /Ty9 1 Tf (1) Tj ET BT 10.09211 0 0 9.9626 443.007 452.282 Tm /Ty2 1 Tf
(and) Tj ET BT 9.9626 0 0 9.9626 460.068 452.282 Tm /Ty6 1 Tf (!) Tj ET BT
6.9738 0 0 6.9738 464.219 450.788 Tm /Ty9 1 Tf (2) Tj ET BT 10.09211 0 0 9.9626 471.176 452.282
Tm /Ty2 1 Tf [ (norms) -247 (when) -246 (using) ] TJ ET BT 10.16185 0 0 9.9626 308.862 440.327
Tm /Ty2 1 Tf [ (our) -384 (proposed) -383 (method.) -720 (The) -384 (dif)
25 (ferences) -383 (in) -384 (o) 15 (v) 14 (erall) -383 (rob) 19 (ust) ] TJ
ET BT 10.16185 0 0 9.9626 308.862 428.372 Tm /Ty2 1 Tf [ (accurac) 15 (y)
-295 (are) -295 (only) ] TJ ET BT 9.9626 0 0 9.9626 384.289 428.372 Tm /Ty18
1 Tf (0) Tj ET BT 9.9626 0 0 9.9626 389.27 428.372 Tm /Ty5 1 Tf (.) Tj ET
BT 9.9626 0 0 9.9626 392.037 428.372 Tm /Ty18 1 Tf (1%) Tj ET BT 10.16185 0 0 9.9626 405.321 428.372
Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 410.987 428.372 Tm /Ty18 1 Tf
(1) Tj ET BT 9.9626 0 0 9.9626 415.969 428.372 Tm /Ty5 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 418.736 428.372
Tm /Ty18 1 Tf (1%) Tj ET BT 10.16185 0 0 9.9626 432.019 428.372 Tm /Ty2 1
Tf [ (,) -308 (and) ] TJ ET BT 9.9626 0 0 9.9626 455.358 428.372 Tm /Ty18
1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 460.339 428.372 Tm /Ty5 1 Tf (.) Tj ET
BT 9.9626 0 0 9.9626 463.107 428.372 Tm /Ty18 1 Tf (0%) Tj ET BT 10.16185 0 0 9.9626 479.389 428.372
Tm /Ty2 1 Tf [ (on) -295 (MAX,) -295 (MSD,) ] TJ ET BT 10.06223 0 0 9.9626 308.862 416.416
Tm /Ty2 1 Tf [ (and) -246 (A) 134 (V) 14 (G,) -246 (respecti) 25 (v) 15 (ely)
64 (.) -306 (The) -246 (dif) 24 (f) 1 (erences) -246 (in) -247 (separated)
-246 (rob) 20 (ust) ] TJ ET BT 10.16185 0 0 9.9626 308.862 404.461 Tm /Ty2
1 Tf [ (accurac) 15 (y) -353 (are) -352 (also) -353 (small,) -379 (which)
-352 (pro) 14 (v) 15 (es) -352 (the) -353 (generalization) ] TJ ET BT 9.9626 0 0 9.9626 308.862 392.506
Tm /Ty2 1 Tf [ (ability) -250 (of) -250 (our) -250 (proposed) -250 (method)
-250 (empirically) 65 (.) ] TJ ET BT 10.9589 0 0 10.9589 308.862 373.902 Tm
/Ty1 1 Tf [ (6.3.) -250 (Results) -250 (on) -250 (CIF) 90 (AR-10) -250 (and)
-250 (CIF) 90 (AR-100) ] TJ ET BT 10.16185 0 0 9.9626 320.817 355.969 Tm /Ty2
1 Tf [ (The) -287 (results) -287 (are) -287 (sho) 25 (wn) -287 (in) -287 (T)
78 (ables) ] TJ ET /Cs1 cs 1 0 0 sc BT 10.16185 0 0 9.9626 453.5409 355.969
Tm /Ty2 1 Tf (2) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 461.5383 355.969
Tm /Ty2 1 Tf (and) Tj ET /Cs1 cs 1 0 0 sc BT 10.16185 0 0 9.9626 479.1285 355.969
Tm /Ty2 1 Tf (3) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 484.2094 355.969
Tm /Ty2 1 Tf [ (,) -297 (and) -287 (the) -287 (curv) 15 (e) ] TJ ET BT 9.853011 0 0 9.9626 308.862 344.014
Tm /Ty2 1 Tf [ (of) -253 (rob) 20 (ust) -253 (accurac) 16 (y) -253 (on) -253
(CIF) 75 (AR-10) -253 (is) -253 (sho) 25 (wn) -253 (in) -253 (Figure) ] TJ
ET /Cs1 cs 1 0 0 sc BT 9.853011 0 0 9.9626 515.4994 344.014 Tm /Ty2 1 Tf (6)
Tj ET /Cs2 cs 0 sc BT 9.853011 0 0 9.9626 522.9187 344.014 Tm /Ty2 1 Tf [
(i) 1 (n) -253 (the) ] TJ ET BT 10.16185 0 0 9.9626 308.503 332.059 Tm /Ty2
1 Tf [ (Appendix.) -488 (Due) -306 (to) -307 (the) -306 (limitation) -306
(of) -307 (space,) -321 (we) -307 (present) -306 (the) ] TJ ET BT 10.16185 0 0 9.9626 308.862 320.103
Tm /Ty2 1 Tf [ (most) -246 (important) -246 (results) -246 (in) -246 (the)
-246 (main) -246 (paper) -246 (while) -246 (lea) 19 (ving) -246 (the) ] TJ
ET BT 9.9626 0 0 9.9626 308.862 308.148 Tm /Ty2 1 Tf [ (left) -250 (results)
-250 (in) -250 (the) -250 (Appendix.) ] TJ ET BT 9.952637 0 0 9.9626 320.817 296.193
Tm /Ty1 1 Tf [ (Main) -251 (r) 18 (esults.) ] TJ ET BT 9.952637 0 0 9.9626 379.611 296.193
Tm /Ty2 1 Tf [ (The) -251 (results) -251 (on) -252 (CIF) 75 (AR-10) -252 (presented)
-251 (in) -251 (T) 80 (a-) ] TJ ET BT 9.763348 0 0 9.9626 308.862 284.238
Tm /Ty2 1 Tf (ble) Tj ET /Cs1 cs 1 0 0 sc BT 9.763348 0 0 9.9626 322.9505 284.238
Tm /Ty2 1 Tf (2) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 329.9996 284.238
Tm /Ty2 1 Tf [ (sho) 26 (w) -222 (the) -221 (generalization) -222 (abilit)
1 (y) -222 (of) -221 (our) -222 (proposed) -221 (method,) ] TJ ET BT 9.833086 0 0 9.9626 308.503 272.283
Tm /Ty2 1 Tf [ (which) -253 (impro) 15 (v) 15 (es) -253 (the) -253 (o) 16
(v) 15 (erall) -253 (rob) 20 (ust) -253 (accurac) 15 (y) -253 (of) -253 (PGD)
-253 (and) -253 (Au-) ] TJ ET BT 9.992488 0 0 9.9626 308.862 260.328 Tm /Ty2
1 Tf [ (toAttack) -248 (of) -249 (three) -249 (methods,) ] TJ ET BT 9.992488 0 0 9.9626 417.872 260.328
Tm /Ty4 1 Tf (i.e) Tj ET BT 9.992488 0 0 9.9626 427.585 260.328 Tm /Ty2 1
Tf [ (.,) -249 (MSD,) -248 (MAX,) -249 (and) -248 (A) 134 (V) 15 (G.) -248
(W) 79 (e) ] TJ ET BT 9.853011 0 0 9.9626 308.862 248.372 Tm /Ty2 1 Tf [ (notice)
-252 (that) -253 (the) -252 (o) 15 (v) 15 (erall) -252 (rob) 20 (ust) -253
(accurac) 16 (y) -253 (for) -252 (PGD) -253 (and) -252 (AutoAt-) ] TJ ET BT
10.16185 0 0 9.9626 308.862 236.417 Tm /Ty2 1 Tf [ (tack) -352 (is) -351 (mainly)
-352 (restricted) -352 (by) -351 (ho) 24 (w) -352 (well) -351 (the) -352 (model)
-352 (defends) ] TJ ET BT 10.16185 0 0 9.9626 308.862 224.462 Tm /Ty2 1 Tf
[ (ag) 5 (ainst) -355 (the) ] TJ ET BT 9.9626 0 0 9.9626 357.241 224.462 Tm
/Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 361.392 222.968 Tm /Ty8 1 Tf (!)
Tj ET BT 10.16185 0 0 9.9626 373.444 224.462 Tm /Ty2 1 Tf [ (attack.) -635
(This) -355 (might) -356 (be) -355 (caused) -355 (by) -356 (the) -355 (f)
10 (act) ] TJ ET BT 10.16185 0 0 9.9626 308.862 212.507 Tm /Ty2 1 Tf [ (that)
-324 (the) -325 (radius) -324 (of) -324 (the) ] TJ ET BT 9.9626 0 0 9.9626 398.72 212.507
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 402.871 211.012 Tm /Ty8 1 Tf (!)
Tj ET BT 10.16185 0 0 9.9626 414.607 212.507 Tm /Ty2 1 Tf [ (attack) -324
(is) -325 (too) -324 (small) -324 (compared) -325 (to) ] TJ ET BT 10.16185 0 0 9.9626 308.862 200.552
Tm /Ty2 1 Tf [ (the) -287 (radius) -286 (of) -287 (the) ] TJ ET BT 9.9626 0 0 9.9626 378.65 200.552
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 382.801 199.057 Tm /Ty9 1 Tf (1)
Tj ET BT 10.16185 0 0 9.9626 390.184 200.552 Tm /Ty2 1 Tf (and) Tj ET BT 9.9626 0 0 9.9626 407.771 200.552
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 411.922 199.057 Tm /Ty9 1 Tf (2)
Tj ET BT 10.16185 0 0 9.9626 419.304 200.552 Tm /Ty2 1 Tf [ (attacks,) -297
(so) -287 (with) -286 (the) -287 (updates) -287 (by) ] TJ ET BT 9.912787 0 0 9.9626 308.862 188.597
Tm /Ty2 1 Tf [ (gradient-based) -251 (algorithms,) -251 (the) -251 (gradient)
-251 (of) -251 (the) ] TJ ET BT 9.9626 0 0 9.9626 491.999 188.597 Tm /Ty6
1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 496.151 187.102 Tm /Ty8 1 Tf (!) Tj ET
BT 9.912787 0 0 9.9626 507.079 188.597 Tm /Ty2 1 Tf [ (adv) 15 (ersary) ]
TJ ET BT 10.16185 0 0 9.9626 308.862 176.641 Tm /Ty2 1 Tf [ (is) -318 (co)
15 (v) 14 (ered) -318 (by) -318 (the) -318 (others,) -336 (causing) -318 (the)
-318 (model) -318 (to) -318 (ignore) -318 (the) ] TJ ET BT 9.9626 0 0 9.9626 308.862 164.686
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 313.013 163.192 Tm /Ty8 1 Tf (!)
Tj ET BT 9.783273 0 0 9.9626 323.951 164.686 Tm /Ty2 1 Tf [ (adv) 15 (ersary)
67 (.) -318 (Furthermore,) -255 (we) -256 (notice) -255 (that) -255 (emplo)
10 (ying) -255 (Adap-) ] TJ ET BT 10.02238 0 0 9.9626 308.862 152.731 Tm /Ty2
1 Tf [ (ti) 25 (v) 15 (eBudget) -249 (with) -248 (either) -248 (the) ] TJ
ET BT 9.9626 0 0 9.9626 415.296 152.731 Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 419.447 151.237
Tm /Ty9 1 Tf (1) Tj ET BT 10.02238 0 0 9.9626 426.406 152.731 Tm /Ty2 1 Tf
(or) Tj ET BT 9.9626 0 0 9.9626 437.244 152.731 Tm /Ty6 1 Tf (!) Tj ET BT
6.9738 0 0 6.9738 441.395 151.237 Tm /Ty9 1 Tf (2) Tj ET BT 10.02238 0 0 9.9626 448.353 152.731
Tm /Ty2 1 Tf [ (norms) -248 (helps) -249 (models) -248 (pay) ] TJ ET BT 10.0423 0 0 9.9626 308.862 140.776
Tm /Ty2 1 Tf [ (attention) -247 (to) -247 (the) -247 (tasks) -247 (that) -248
(are) -247 (not) -247 (well-learned) -247 (as) -247 (the) ] TJ ET BT 9.9626 0 0 9.9626 519.983 140.776
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 524.134 139.281 Tm /Ty8 1 Tf (!)
Tj ET BT 10.0423 0 0 9.9626 535.056 140.776 Tm /Ty2 1 Tf (ro-) Tj ET BT 9.952637 0 0 9.9626 308.862 128.821
Tm /Ty2 1 Tf [ (b) 20 (ust) -249 (accurac) 15 (y) -250 (is) -250 (rel) 1 (ati)
25 (v) 15 (ely) -250 (impro) 15 (v) 15 (ed) -249 (the) -250 (most.) -310 (F)
15 (or) -250 (e) 15 (xample,) ] TJ ET BT 9.843049 0 0 9.9626 308.862 116.866
Tm /Ty2 1 Tf (the) Tj ET BT 9.9626 0 0 9.9626 323.381 116.866 Tm /Ty6 1 Tf
(!) Tj ET BT 6.9738 0 0 6.9738 327.532 115.371 Tm /Ty8 1 Tf (!) Tj ET BT 9.843049 0 0 9.9626 338.463 116.866
Tm /Ty2 1 Tf [ (PGD) -253 (rob) 20 (ust) -253 (accurac) 15 (y) -253 (of) -253
(MAX) -253 (with) -253 (Adapti) 25 (v) 16 (eBudget) ] TJ ET BT 10.16185 0 0 9.9626 308.503 104.91
Tm /Ty2 1 Tf [ (w) 64 (.r) 54 (.t.) -450 (the) ] TJ ET BT 9.9626 0 0 9.9626 348.442 104.91
Tm /Ty6 1 Tf (!) Tj ET BT 6.9738 0 0 6.9738 352.593 103.416 Tm /Ty9 1 Tf (1)
Tj ET BT 10.16185 0 0 9.9626 360.046 104.91 Tm /Ty2 1 Tf [ (norm) -294 (e)
15 (xperiences) -293 (a) -294 (relati) 25 (v) 14 (e) ] TJ ET BT 9.9626 0 0 9.9626 475.833 104.91
Tm /Ty18 1 Tf (15) Tj ET BT 9.9626 0 0 9.9626 485.796 104.91 Tm /Ty5 1 Tf
(.) Tj ET BT 9.9626 0 0 9.9626 488.563 104.91 Tm /Ty18 1 Tf (01%) Tj ET BT
10.16185 0 0 9.9626 509.811 104.91 Tm /Ty2 1 Tf [ (impro) 15 (v) 14 (e-) ]
TJ ET BT 10.16185 0 0 9.9626 308.862 92.955 Tm /Ty2 1 Tf [ (ment,) -338 (while)
-320 (there) -319 (is) -320 (only) -319 (a) ] TJ ET BT 9.9626 0 0 9.9626 423.651 92.955
Tm /Ty18 1 Tf (14) Tj ET BT 9.9626 0 0 9.9626 433.614 92.955 Tm /Ty5 1 Tf
(.) Tj ET BT 9.9626 0 0 9.9626 436.381 92.955 Tm /Ty18 1 Tf (03%) Tj ET BT
10.16185 0 0 9.9626 457.894 92.955 Tm /Ty2 1 Tf [ (relati) 25 (v) 14 (e) -319
(impro) 14 (v) 15 (ement) ] TJ ET BT 10.16185 0 0 9.9626 308.862 81 Tm /Ty2
1 Tf [ (on) -303 (the) ] TJ ET BT 9.9626 0 0 9.9626 337.602 81 Tm /Ty6 1 Tf
(!) Tj ET BT 6.9738 0 0 6.9738 341.753 79.506 Tm /Ty9 1 Tf (2) Tj ET BT 10.16185 0 0 9.9626 349.303 81
Tm /Ty2 1 Tf [ (PGD) -303 (rob) 20 (ust) -304 (accurac) 15 (y) 64 (.) -478
(In) -303 (addition,) -318 (the) -303 (trade-of) 25 (f) ] TJ ET Q
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9.9626 0 0 9.9626 316.719 595.625 Tm /Ty1 1 Tf (47.5) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 334.153 595.625 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 363.576 595.625 Tm /Ty1 1 Tf (47.6) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 381.01 595.625 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 335.2653 592.5385
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 404.19 595.625
Tm /Ty2 1 Tf (45.7*) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT
9.9626 0 0 9.9626 444.804 595.625 Tm /Ty1 1 Tf (48.4) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 462.238 595.625 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 491.661 595.625 Tm /Ty1 1 Tf (47.2) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 509.095 595.625 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 440.1886 592.5385
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 532.275 595.625
Tm /Ty2 1 Tf (39.4*) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT
9.9626 0 0 9.9626 572.889 595.625 Tm /Ty1 1 Tf (45.5) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 590.323 595.625 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 619.745 595.625 Tm /Ty1 1 Tf (44.2) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 637.18 595.625 Tm /Ty17 1 Tf (/) Tj ET Q 0.498 w q
0.81917 0 0 0.81917 50.113 590.9289 cm 0 0 m 604.269 0 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 56.091 578.668 Tm /Ty1 1 Tf [ (All) -250 (PGD) -250
(Rob) 20 (ust) -250 (Acc) ] TJ ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 146.102 578.668 Tm /Ty2 1 Tf (\(%\)) Tj ET Q 0.398
w q 0.81917 0 0 0.81917 145.8748 578.6479 cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 179.218 578.668 Tm /Ty2 1 Tf (0*) Tj ET Q q 0.81917 0 0 0.81917 174.0305 578.6479
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 207.363 578.668
Tm /Ty2 1 Tf (23.8*) Tj ET Q q 0.81917 0 0 0.81917 202.1862 578.6479 cm 0
0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 241.734 578.668
Tm /Ty2 1 Tf (17.3*) Tj ET Q q 0.81917 0 0 0.81917 230.3419 578.6479 cm 0
0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 276.105 578.668
Tm /Ty2 1 Tf (40.4*) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT
9.9626 0 0 9.9626 316.719 578.668 Tm /Ty1 1 Tf (46.0) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 334.153 578.668 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 363.576 578.668 Tm /Ty1 1 Tf (46.8) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 381.01 578.668 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 335.2653 578.6479
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 404.19 578.668
Tm /Ty2 1 Tf (44.1*) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT
9.9626 0 0 9.9626 444.804 578.668 Tm /Ty1 1 Tf (47.2) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 462.238 578.668 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 491.661 578.668 Tm /Ty1 1 Tf (46.4) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 509.095 578.668 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 440.1886 578.6479
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 532.275 578.668
Tm /Ty2 1 Tf (39.2*) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT
9.9626 0 0 9.9626 572.889 578.668 Tm /Ty1 1 Tf (45.2) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 590.323 578.668 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 619.745 578.668 Tm /Ty1 1 Tf (43.6) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 637.18 578.668 Tm /Ty17 1 Tf (/) Tj ET Q 0.498 w q
0.81917 0 0 0.81917 50.113 577.0382 cm 0 0 m 604.269 0 l S Q q 0.81917 0 0 0.81917 50.113 574.9977
cm 0 0 m 604.269 0 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 56.091 559.22
Tm /Ty6 1 Tf (!) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 6.9738 0 0 6.9738 60.242 557.725
Tm /Ty9 1 Tf (1) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 67.202 559.22
Tm /Ty2 1 Tf [ (AA) -250 (Rob) 20 (ust) -250 (Acc) -250 (\(%\)) ] TJ ET Q
0.398 w q 0.81917 0 0 0.81917 145.8748 562.7167 cm 0 0 m 0 11.955 l S Q q
0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 179.218 559.22
Tm /Ty2 1 Tf (0*) Tj ET Q q 0.81917 0 0 0.81917 174.0305 562.7167 cm 0 0 m
0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 207.363 559.22
Tm /Ty2 1 Tf (23.8*) Tj ET Q q 0.81917 0 0 0.81917 202.1862 562.7167 cm 0
0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 244.224 559.22
Tm /Ty2 1 Tf (6.2*) Tj ET Q q 0.81917 0 0 0.81917 230.3419 562.7167 cm 0 0
m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 276.105 559.22
Tm /Ty2 1 Tf (41.4*) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT
9.9626 0 0 9.9626 316.719 559.22 Tm /Ty1 1 Tf (45.7) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 334.153 559.22 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 363.576 559.22 Tm /Ty1 1 Tf (45.5) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 381.01 559.22 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 335.2653 562.7167
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 404.19 559.22
Tm /Ty2 1 Tf (45.5*) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT
9.9626 0 0 9.9626 444.804 559.22 Tm /Ty1 1 Tf (46.4) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 462.238 559.22 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 491.661 559.22 Tm /Ty1 1 Tf (46.7) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 509.095 559.22 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 440.1886 562.7167
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 532.275 559.22
Tm /Ty2 1 Tf (49.7*) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT
9.9626 0 0 9.9626 572.889 559.22 Tm /Ty1 1 Tf (52.7) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 590.323 559.22 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 619.745 559.22 Tm /Ty1 1 Tf (50.8) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 637.18 559.22 Tm /Ty17 1 Tf (/) Tj ET Q 0.498 w q
0.81917 0 0 0.81917 50.113 561.107 cm 0 0 m 604.269 0 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 56.091 542.262 Tm /Ty6 1 Tf (!) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 6.9738 0 0 6.9738 60.242 540.768 Tm /Ty9 1 Tf (2) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 67.202 542.262 Tm /Ty2 1 Tf [ (AA) -250 (Rob) 20 (ust)
-250 (Acc) -250 (\(%\)) ] TJ ET Q 0.398 w q 0.81917 0 0 0.81917 145.8748 548.826
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 179.218 542.262
Tm /Ty2 1 Tf (0*) Tj ET Q q 0.81917 0 0 0.81917 174.0305 548.826 cm 0 0 m
0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 207.363 542.262
Tm /Ty2 1 Tf (63.0*) Tj ET Q q 0.81917 0 0 0.81917 202.1862 548.826 cm 0 0
m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 241.734 542.262
Tm /Ty2 1 Tf (57.4*) Tj ET Q q 0.81917 0 0 0.81917 230.3419 548.826 cm 0 0
m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 276.105 542.262
Tm /Ty2 1 Tf (53.7*) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT
9.9626 0 0 9.9626 316.719 542.262 Tm /Ty1 1 Tf (60.4) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 334.153 542.262 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 363.576 542.262 Tm /Ty1 1 Tf (63.2) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 381.01 542.262 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 335.2653 548.826
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 404.19 542.262
Tm /Ty2 1 Tf (61.9*) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT
9.9626 0 0 9.9626 444.804 542.262 Tm /Ty1 1 Tf (62.3) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 462.238 542.262 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 491.661 542.262 Tm /Ty1 1 Tf (62.1) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 509.095 542.262 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 440.1886 548.826
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 532.275 542.262
Tm /Ty2 1 Tf [ (65.4*) -1827 (64.6) ] TJ ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 590.323 542.262 Tm /Ty17 1 Tf (0) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 619.745 542.262 Tm /Ty1 1 Tf (65.5) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 637.18 542.262 Tm /Ty17 1 Tf (/) Tj ET Q 0.498 w q
0.81917 0 0 0.81917 50.113 547.2163 cm 0 0 m 604.269 0 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 56.091 525.305 Tm /Ty6 1 Tf (!) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 6.9738 0 0 6.9738 60.242 523.811 Tm /Ty8 1 Tf (!) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 71.173 525.305 Tm /Ty2 1 Tf [ (AA) -250 (Rob) 20 (ust)
-250 (Acc) -250 (\(%\)) ] TJ ET Q 0.398 w q 0.81917 0 0 0.81917 145.8748 534.9353
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 179.218 525.305
Tm /Ty2 1 Tf (0*) Tj ET Q q 0.81917 0 0 0.81917 174.0305 534.9353 cm 0 0 m
0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 207.363 525.305
Tm /Ty2 1 Tf (26.1*) Tj ET Q q 0.81917 0 0 0.81917 202.1862 534.9353 cm 0
0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 241.734 525.305
Tm /Ty2 1 Tf (48.0*) Tj ET Q q 0.81917 0 0 0.81917 230.3419 534.9353 cm 0
0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 276.105 525.305
Tm /Ty2 1 Tf (38.4*) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT
9.9626 0 0 9.9626 316.719 525.305 Tm /Ty1 1 Tf (44.7) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 334.153 525.305 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 363.576 525.305 Tm /Ty1 1 Tf (44.1) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 381.01 525.305 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 335.2653 534.9353
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 404.19 525.305
Tm /Ty2 1 Tf (43.1*) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT
9.9626 0 0 9.9626 444.804 525.305 Tm /Ty1 1 Tf (45.2) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 462.238 525.305 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 491.661 525.305 Tm /Ty1 1 Tf (44.4) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 509.095 525.305 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 440.1886 534.9353
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 532.275 525.305
Tm /Ty2 1 Tf (37.0*) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT
9.9626 0 0 9.9626 572.889 525.305 Tm /Ty1 1 Tf (43.1) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 590.323 525.305 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 619.745 525.305 Tm /Ty1 1 Tf (42.1) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 637.18 525.305 Tm /Ty17 1 Tf (/) Tj ET Q 0.498 w q
0.81917 0 0 0.81917 50.113 533.3257 cm 0 0 m 604.269 0 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 56.091 508.348 Tm /Ty1 1 Tf [ (All) -250 (AA) -250
(Rob) 20 (ust) -250 (Acc) ] TJ ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 139.457 508.348 Tm /Ty2 1 Tf (\(%\)) Tj ET Q 0.398
w q 0.81917 0 0 0.81917 145.8748 521.0438 cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 179.218 508.348 Tm /Ty2 1 Tf (0*) Tj ET Q q 0.81917 0 0 0.81917 174.0305 521.0438
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 207.363 508.348
Tm /Ty2 1 Tf (19.5*) Tj ET Q q 0.81917 0 0 0.81917 202.1862 521.0438 cm 0
0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 244.224 508.348
Tm /Ty2 1 Tf (6.2*) Tj ET Q q 0.81917 0 0 0.81917 230.3419 521.0438 cm 0 0
m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 276.105 508.348
Tm /Ty2 1 Tf (37.6*) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT
9.9626 0 0 9.9626 316.719 508.348 Tm /Ty1 1 Tf (42.9) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 334.153 508.348 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 363.576 508.348 Tm /Ty1 1 Tf (42.3) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 381.01 508.348 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 335.2653 521.0438
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 404.19 508.348
Tm /Ty2 1 Tf (41.6*) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT
9.9626 0 0 9.9626 444.804 508.348 Tm /Ty1 1 Tf (43.4) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 462.238 508.348 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 491.661 508.348 Tm /Ty1 1 Tf (43.0) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 509.095 508.348 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 440.1886 521.0438
cm 0 0 m 0 11.955 l S Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT 9.9626 0 0 9.9626 532.275 508.348
Tm /Ty2 1 Tf (36.6*) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588 cm BT
9.9626 0 0 9.9626 572.889 508.348 Tm /Ty1 1 Tf (42.5) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 590.323 508.348 Tm /Ty17 1 Tf (/) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 619.745 508.348 Tm /Ty1 1 Tf (41.2) Tj ET Q q 0.81917 0 0 0.81917 9.061934 107.5588
cm BT 9.9626 0 0 9.9626 637.18 508.348 Tm /Ty17 1 Tf (/) Tj ET Q 0.797 w q
0.81917 0 0 0.81917 50.113 519.3121 cm 0 0 m 604.269 0 l S Q BT 9.145728 0 0 8.9664 49.834 506.867
Tm /Ty2 1 Tf [ (T) 78 (able) -332 (3.) -568 (Summary) -332 (of) -333 (rob)
19 (ust) -333 (acc) 1 (urac) 14 (y) -333 (for) -332 (CIF) 72 (AR-100) -333
(\(higher) -333 (is) -332 (better\).) -568 64 (.) -567 (Adapti) 24 (v)
15 (eBudget) -333 (refers) -332 (to) -333 (emplo) 9 (yi) 1 (ng) -333 (Adapti)
24 (v) 15 (eBudget) ] TJ ET BT 9.145728 0 0 8.9664 49.789 495.908 Tm /Ty2
1 Tf [ (which) -293 (aims) -294 (to) -293 (a) 19 (v) 20 (oid) -293 (an) 14
(y) -293 (player) -293 (dominating) -294 (the) -293 (g) 5 (ame.) -449
78 (AA) 109 -293 (refers) -294 (to) -293 (AutoAttack.) -449 -293
(means) -294 (that) -293 (the) -293 (results) -294 (are) -293 (reproduced)
-294 (from) -293 (the) ] TJ ET BT 9.145728 0 0 8.9664 50.112 484.95 Tm /Ty2
1 Tf [ (implementation) -307 (of) -306 (MSD) -307 ([) ] TJ ET /Cs1 cs 0 1
0 sc BT 9.145728 0 0 8.9664 146.4257 484.95 Tm /Ty2 1 Tf (26) Tj ET /Cs2 cs
0 sc BT 9.145728 0 0 8.9664 155.5714 484.95 Tm /Ty2 1 Tf [ (]) -307 (with)
-306 (the) -307 (h) 5 (yperparameters) -307 (intr) 1 (oduced) -307 (in) -307
(MSD) -306 ([) ] TJ ET /Cs1 cs 0 1 0 sc BT 9.145728 0 0 8.9664 335.6782 484.95
Tm /Ty2 1 Tf (26) Tj ET /Cs2 cs 0 sc BT 9.145728 0 0 8.9664 344.8239 484.95
Tm /Ty2 1 Tf [ (].) -489 ] TJ ET BT 8.9664 0 0 8.9664 358.689 484.95 Tm
/Ty11 1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 362.494 483.953 Tm /Ty12 1 Tf (1)
Tj ET BT 9.145728 0 0 8.9664 369.45 484.95 Tm /Ty2 1 Tf [ (\(ours\)) -307
(and) -306 ] TJ ET BT 8.9664 0 0 8.9664 418.227 484.95 Tm /Ty11 1 Tf (!)
Tj ET BT 5.9776 0 0 5.9776 422.032 483.953 Tm /Ty12 1 Tf (2) Tj ET BT 9.145728 0 0 8.9664 428.988 484.95
Tm /Ty2 1 Tf [ (\(ours\)) -307 (refers) -306 (to) -307 (emplo) 10 (ying)
-307 (our) ] TJ ET BT 8.9664 0 0 8.9664 50.112 473.991 Tm /Ty2 1 Tf [ (proposed)
-250 (Adapti) 25 (v) 15 (eBudget) -250 (method) -250 (w) 65 (.r) 55 (.t) ]
TJ ET BT 8.9664 0 0 8.9664 192.623 473.991 Tm /Ty11 1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 196.428 472.994
Tm /Ty12 1 Tf (1) Tj ET BT 8.9664 0 0 8.9664 202.82 473.991 Tm /Ty2 1 Tf (and)
Tj ET BT 8.9664 0 0 8.9664 218.009 473.991 Tm /Ty11 1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 221.815 472.994
Tm /Ty12 1 Tf (2) Tj ET BT 8.9664 0 0 8.9664 228.207 473.991 Tm /Ty2 1 Tf
(norms.) Tj ET q 0.95912 0 0 0.95912 50.112 471.696 cm 0 0 m 516.099 0 l S
Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 56.09 464.112
Tm /Ty2 1 Tf (Models) Tj ET Q 0.398 w q 0.95912 0 0 0.95912 162.2341 457.1739
cm 0 0 m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 221.924 464.112
Tm /Ty2 1 Tf (MAX) Tj ET Q q 0.95912 0 0 0.95912 289.8603 457.1739 cm 0 0
m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 355.818 464.112
Tm /Ty2 1 Tf (MSD) Tj ET Q q 0.95912 0 0 0.95912 417.4866 457.1739 cm 0 0
m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT -0.135 Tc 9.9626 0 0 9.9626 489.636 464.112
Tm /Ty2 1 Tf [ (AV) -120 (G) ] TJ ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT -0.065 Tc 9.9626 0 0 9.9626 56.09 452.157 Tm /Ty2 1 Tf (w.) Tj ET Q
q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 68.214 452.157
Tm /Ty1 1 Tf [ (Adapti) 10 (v) 10 (eBudget) ] TJ ET Q q 0.95912 0 0 0.95912 162.2341 445.7067
cm 0 0 m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 212.343 452.157
Tm /Ty6 1 Tf (!) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 6.9738 0 0 6.9738 216.494 450.663
Tm /Ty9 1 Tf (1) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 223.454 452.157
Tm /Ty2 1 Tf (\(ours\)) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm
BT 9.9626 0 0 9.9626 259.2 452.157 Tm /Ty6 1 Tf (!) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 6.9738 0 0 6.9738 263.351 450.663 Tm /Ty9 1 Tf (2) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 270.311 452.157 Tm /Ty2 1 Tf (\(ours\)) Tj ET Q q
0.95912 0 0 0.95912 289.8603 445.7067 cm 0 0 m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 345.409 452.157 Tm /Ty6 1 Tf (!) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 6.9738 0 0 6.9738 349.56 450.663 Tm /Ty9 1 Tf (1) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 356.52 452.157 Tm /Ty2 1 Tf (\(ours\)) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 392.266 452.157 Tm /Ty6 1 Tf (!) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 6.9738 0 0 6.9738 396.417 450.663 Tm /Ty9 1 Tf (2) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 403.377 452.157 Tm /Ty2 1 Tf (\(ours\)) Tj ET Q q
0.95912 0 0 0.95912 417.4866 445.7067 cm 0 0 m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 478.475 452.157 Tm /Ty6 1 Tf (!) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 6.9738 0 0 6.9738 482.626 450.663 Tm /Ty9 1 Tf (1) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 489.586 452.157 Tm /Ty2 1 Tf (\(ours\)) Tj ET Q q
0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 525.332 452.157
Tm /Ty6 1 Tf (!) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 6.9738 0 0 6.9738 529.483 450.663
Tm /Ty9 1 Tf (2) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 536.443 452.157
Tm /Ty2 1 Tf (\(ours\)) Tj ET Q 0.498 w q 0.95912 0 0 0.95912 50.112 443.823
cm 0 0 m 516.099 0 l S Q q 0.95912 0 0 0.95912 50.112 441.4338 cm 0 0 m 516.099
0 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 56.09 432.709
Tm /Ty2 1 Tf [ (Clean) -250 (Accurac) 15 (y) ] TJ ET Q 0.398 w q 0.95912 0 0 0.95912 162.2341 427.0547
cm 0 0 m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 172.99 432.709
Tm /Ty2 1 Tf [ (55.49*) -1827 (56.48) -2453 (55.53) ] TJ ET Q q 0.95912 0 0 0.95912 289.8603 427.0547
cm 0 0 m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 306.056 432.709
Tm /Ty2 1 Tf [ (56.09*) -1827 (55.52) -2453 (54.94) ] TJ ET Q q 0.95912 0 0 0.95912 417.4866 427.0547
cm 0 0 m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 439.123 432.709
Tm /Ty2 1 Tf [ (59.94*) -1827 (57.78) -2453 (58.16) ] TJ ET Q 0.498 w q 0.95912 0 0 0.95912 50.112 425.17
cm 0 0 m 516.099 0 l S Q q 0.95912 0 0 0.95912 50.112 422.7808 cm 0 0 m 516.099
0 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 56.09 413.261
Tm /Ty6 1 Tf (!) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 6.9738 0 0 6.9738 60.241 411.767
Tm /Ty9 1 Tf (1) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 67.201 413.261
Tm /Ty2 1 Tf [ (PGD) -250 (Rob) 20 (ust) -250 (Acc) -250 (\(%\)) ] TJ ET Q
0.398 w q 0.95912 0 0 0.95912 162.2341 408.4017 cm 0 0 m 0 11.955 l S Q q
0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 172.99 413.261
Tm /Ty2 1 Tf (25.45*) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT
9.9626 0 0 9.9626 216.095 413.261 Tm /Ty1 1 Tf (29.27) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 238.511 413.261 Tm /Ty17 1 Tf (/) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 262.952 413.261 Tm /Ty1 1 Tf (29.78) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 285.368 413.261 Tm /Ty17 1 Tf (/) Tj ET Q q 0.95912 0 0 0.95912 289.8603 408.4017
cm 0 0 m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 306.056 413.261
Tm /Ty2 1 Tf [ (35.50*) -1577 (30.31) ] TJ ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 371.577 413.261 Tm /Ty17 1 Tf (0) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 396.018 413.261 Tm /Ty2 1 Tf (28.87) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 418.434 413.261 Tm /Ty17 1 Tf (0) Tj ET Q q 0.95912 0 0 0.95912 417.4866 408.4017
cm 0 0 m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 439.123 413.261
Tm /Ty2 1 Tf (30.35*) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT
9.9626 0 0 9.9626 482.227 413.261 Tm /Ty1 1 Tf (33.16) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 504.643 413.261 Tm /Ty17 1 Tf (/) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 529.084 413.261 Tm /Ty1 1 Tf (32.62) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 551.5 413.261 Tm /Ty17 1 Tf (/) Tj ET Q 0.498 w q
0.95912 0 0 0.95912 50.112 406.517 cm 0 0 m 516.099 0 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 56.09 396.304 Tm /Ty6 1 Tf (!) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 6.9738 0 0 6.9738 60.241 394.81 Tm /Ty9 1 Tf (2) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 67.201 396.304 Tm /Ty2 1 Tf [ (PGD) -250 (Rob) 20
(ust) -250 (Acc) -250 (\(%\)) ] TJ ET Q 0.398 w q 0.95912 0 0 0.95912 162.2341 392.137
cm 0 0 m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 172.99 396.304
Tm /Ty2 1 Tf (39.55*) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT
9.9626 0 0 9.9626 216.095 396.304 Tm /Ty1 1 Tf (40.00) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 238.511 396.304 Tm /Ty17 1 Tf (/) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 262.952 396.304 Tm /Ty1 1 Tf (39.85) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 285.368 396.304 Tm /Ty17 1 Tf (/) Tj ET Q q 0.95912 0 0 0.95912 289.8603 392.137
cm 0 0 m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 306.056 396.304
Tm /Ty2 1 Tf (40.14*) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT
9.9626 0 0 9.9626 349.161 396.304 Tm /Ty1 1 Tf (40.28) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 371.577 396.304 Tm /Ty17 1 Tf (/) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 396.018 396.304 Tm /Ty2 1 Tf (39.28) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 418.434 396.304 Tm /Ty17 1 Tf (0) Tj ET Q q 0.95912 0 0 0.95912 417.4866 392.137
cm 0 0 m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 439.123 396.304
Tm /Ty2 1 Tf (40.26*) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT
9.9626 0 0 9.9626 482.227 396.304 Tm /Ty1 1 Tf (41.03) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 504.643 396.304 Tm /Ty17 1 Tf (/) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 529.084 396.304 Tm /Ty1 1 Tf (40.27) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 551.5 396.304 Tm /Ty17 1 Tf (/) Tj ET Q 0.498 w q
0.95912 0 0 0.95912 50.112 390.2532 cm 0 0 m 516.099 0 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 56.09 379.347 Tm /Ty6 1 Tf (!) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 6.9738 0 0 6.9738 60.241 377.852 Tm /Ty8 1 Tf (!) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 71.172 379.347 Tm /Ty2 1 Tf [ (PGD) -250 (Rob) 20
(ust) -250 (Acc) -250 (\(%\)) ] TJ ET Q 0.398 w q 0.95912 0 0 0.95912 162.2341 375.8732
cm 0 0 m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 172.99 379.347
Tm /Ty2 1 Tf (25.03*) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT
9.9626 0 0 9.9626 216.095 379.347 Tm /Ty1 1 Tf (25.34) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 238.511 379.347 Tm /Ty17 1 Tf (/) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 262.952 379.347 Tm /Ty1 1 Tf (25.87) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 285.368 379.347 Tm /Ty17 1 Tf (/) Tj ET Q q 0.95912 0 0 0.95912 289.8603 375.8732
cm 0 0 m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 306.056 379.347
Tm /Ty2 1 Tf (24.83*) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT
9.9626 0 0 9.9626 349.161 379.347 Tm /Ty1 1 Tf (26.19) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 371.577 379.347 Tm /Ty17 1 Tf (/) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 396.018 379.347 Tm /Ty1 1 Tf (25.59) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 418.434 379.347 Tm /Ty17 1 Tf (/) Tj ET Q q 0.95912 0 0 0.95912 417.4866 375.8732
cm 0 0 m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 439.123 379.347
Tm /Ty2 1 Tf (18.92*) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT
9.9626 0 0 9.9626 482.227 379.347 Tm /Ty1 1 Tf (21.81) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 504.643 379.347 Tm /Ty17 1 Tf (/) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 529.084 379.347 Tm /Ty1 1 Tf (21.57) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 551.5 379.347 Tm /Ty17 1 Tf (/) Tj ET Q 0.498 w q
0.95912 0 0 0.95912 50.112 373.9885 cm 0 0 m 516.099 0 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 56.09 362.39 Tm /Ty1 1 Tf [ (All) -250 (PGD) -250
(Rob) 20 (ust) -250 (Acc) ] TJ ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 146.101 362.39 Tm /Ty2 1 Tf (\(%\)) Tj ET Q 0.398
w q 0.95912 0 0 0.95912 162.2341 359.6094 cm 0 0 m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 172.99 362.39 Tm /Ty2 1 Tf (21.11*) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 216.095 362.39 Tm /Ty1 1 Tf (24.14) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 238.511 362.39 Tm /Ty17 1 Tf (/) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 262.952 362.39 Tm /Ty1 1 Tf (24.76) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 285.368 362.39 Tm /Ty17 1 Tf (/) Tj ET Q q 0.95912 0 0 0.95912 289.8603 359.6094
cm 0 0 m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 306.056 362.39
Tm /Ty2 1 Tf [ (25.10*) -1577 (25.03) ] TJ ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 371.577 362.39 Tm /Ty17 1 Tf (0) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 396.018 362.39 Tm /Ty2 1 Tf (24.43) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 418.434 362.39 Tm /Ty17 1 Tf (0) Tj ET Q q 0.95912 0 0 0.95912 417.4866 359.6094
cm 0 0 m 0 11.955 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 439.123 362.39
Tm /Ty2 1 Tf (18.61*) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT
9.9626 0 0 9.9626 482.227 362.39 Tm /Ty1 1 Tf (21.55) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 504.643 362.39 Tm /Ty17 1 Tf (/) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 529.084 362.39 Tm /Ty1 1 Tf (21.16) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
cm BT 9.9626 0 0 9.9626 551.5 362.39 Tm /Ty17 1 Tf (/) Tj ET Q 0.498 w q 0.95912 0 0 0.95912 50.112 357.7247
cm 0 0 m 516.099 0 l S Q q 0.95912 0 0 0.95912 50.112 355.3365 cm 0 0 m 516.099
0 l S Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 56.09 342.942
Tm /Ty6 1 Tf (!) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 6.9738 0 0 6.9738 60.241 341.447
Tm /Ty9 1 Tf (1) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 67.201 342.942
Tm /Ty2 1 Tf [ (AA) -250 (Rob) 20 (ust) -250 (Acc) -250 (\(%\)) ] TJ ET Q
0.398 w q 0.95912 0 0 0.95912 162.2341 340.9564 cm 0 0 m 0 11.955 l S Q q
0.95912 0 0 0.95912 2.048579 15.47422 cm BT 9.9626 0 0 9.9626 172.99 342.942
Tm /Ty2 1 Tf (13.00*) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422 cm BT
9.9626 0 0 9.9626 216.095 342.942 Tm /Ty1 1 Tf (23.00) Tj ET Q q 0.95912 0 0 0.95912 2.048579 15.47422
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(Misla) 20 (v) -386 (Baluno) 14 (vic) -385 (and) -386 (Martin) -386 (V) 108
(e) 1 (che) 24 (v) 64 (.) -804 (Adv) 15 (ersarial) ] TJ ET BT 10.16185 0 0 9.9626 71.691 616.947
Tm /Ty2 1 Tf [ (training) -265 (and) -266 (pro) 15 (v) 24 (able) -265 (defenses:)
-344 (Bridging) -266 (the) -265 (g) 5 (ap.) -418 (In) ] TJ ET BT 9.763348 0 0 9.9626 71.522 604.992
Tm /Ty4 1 Tf [ (International) -240 (Confer) 38 (ence) -240 (on) -239 (Learning)
-240 (Repr) 38 (esentations) ] TJ ET BT 9.763348 0 0 9.9626 285.166 604.992
Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 71.691 593.036 Tm /Ty2 1 Tf (2020.)
Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 97.69339 593.036 Tm /Ty2 1 Tf
(12) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 55.093 578.651 Tm /Ty2 1 Tf ([3])
Tj ET BT 10.02238 0 0 9.9626 71.691 578.651 Tm /Ty2 1 Tf [ (W) 40 (ieland)
-247 (Brendel,) -247 (Jonas) -247 (Rauber) 40 (,) -247 (and) -247 (Matthias)
-247 (Bethge.) ] TJ ET BT 10.16185 0 0 9.9626 71.691 566.696 Tm /Ty2 1 Tf
[ (Decision-based) -322 (adv) 15 (ersarial) -322 (attacks:) -457 (Reliable)
-322 (attacks) ] TJ ET BT 10.16185 0 0 9.9626 71.691 554.74 Tm /Ty2 1 Tf [
(ag) 5 (ainst) -377 (black-box) -377 (machine) -376 (learning) -377 (models.)
-774 (In) ] TJ ET BT 10.16185 0 0 9.9626 276.167 554.74 Tm /Ty4 1 Tf (In-)
Tj ET BT 10.122 0 0 9.9626 71.691 542.785 Tm /Ty4 1 Tf [ (ternational) -247
(Confer) 36 (ence) -247 (on) -247 (Learning) -247 (Repr) 37 (esentations)
] TJ ET BT 10.122 0 0 9.9626 285.077 542.785 Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 71.691 530.83
Tm /Ty2 1 Tf (2018.) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 97.69339 530.83
Tm /Ty2 1 Tf (12) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 55.093 516.444 Tm
/Ty2 1 Tf ([4]) Tj ET BT 10.11204 0 0 9.9626 71.691 516.444 Tm /Ty2 1 Tf [
(W) 39 (ieland) -244 (Brendel,) -245 (Jonas) -245 (Rauber) 39 (,) -245 (Matthias)
-245 (K) ] TJ ET BT 9.9626 0 0 9.9626 249.805 516.494 Tm /Ty2 1 Tf Tj
ET BT 10.11204 0 0 9.9626 248.973 516.444 Tm /Ty2 1 Tf [ (ummerer) 39 (,)
] TJ ET BT 10.16185 0 0 9.9626 71.691 504.489 Tm /Ty2 1 Tf [ (Iv) 25 (an)
-252 (Ustyuzhanino) 15 (v) 63 (,) -253 (and) -252 (Matthias) -252 (Bethge.)
-374 (Accurate,) ] TJ ET BT 9.862974 0 0 9.9626 71.691 492.534 Tm /Ty2 1 Tf
[ (reliable) -252 (and) -253 (f) 10 (ast) -252 (rob) 20 (ustness) -252 (e)
25 (v) 25 (aluation.) -363 (In) ] TJ ET BT 9.862974 0 0 9.9626 238.404 492.534
Tm /Ty4 1 Tf [ (Advances) -252 (in) ] TJ ET BT 9.892862 0 0 9.9626 71.362 480.579
Tm /Ty4 1 Tf [ (Neur) 15 (al) -250 (Information) -250 (Pr) 45 (ocessing) -250
(Systems) ] TJ ET BT 9.892862 0 0 9.9626 228.225 480.579 Tm /Ty2 1 Tf [ (,)
-250 (pages) -251 (12841) ] TJ ET BT 9.9626 0 0 9.9626 70.944 468.624 Tm
/Ty2 1 Tf [ (12851,) -250 (2019.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 126.8342 468.624
Tm /Ty2 1 Tf (2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 55.093 454.238 Tm
/Ty2 1 Tf ([5]) Tj ET BT 9.763348 0 0 9.9626 71.691 454.238 Tm /Ty2 1 Tf [
(Nicholas) -253 (Carlini) -252 (and) -253 (Da) 21 (vid) -253 (A.) -252 (W)
81 (agner) 56 (.) -362 (T) 82 (o) 26 (w) 10 (ards) -253 (e) 26 (v) 25 (alu-)
] TJ ET BT 9.992488 0 0 9.9626 71.691 442.283 Tm /Ty2 1 Tf [ (ating) -249
(the) -249 (rob) 20 (ustness) -248 (of) -249 (neural) -249 (netw) 10 (orks.)
-358 (In) ] TJ ET BT 9.992488 0 0 9.9626 245.02 442.283 Tm /Ty4 1 Tf [ (IEEE)
-249 (sym-) ] TJ ET BT 10.16185 0 0 9.9626 71.691 430.328 Tm /Ty4 1 Tf [ (posium)
-312 (on) -312 (securit) 1 (y) -312 (and) -312 (privacy) ] TJ ET BT 10.16185 0 0 9.9626 201.773 430.328
Tm /Ty2 1 Tf [ (,) -328 (pages) -312 (3957,) -329 (2017.) ] TJ ET /Cs1 cs
1 0 0 sc BT 9.9626 0 0 9.9626 71.691 418.373 Tm /Ty2 1 Tf (2) Tj ET /Cs2 cs
0 sc BT 9.9626 0 0 9.9626 55.093 403.987 Tm /Ty2 1 Tf ([6]) Tj ET BT 10.09211 0 0 9.9626 71.691 403.987
Tm /Ty2 1 Tf [ (Pin-Chun) -248 (Chen,) -248 (Bo-Han) -248 (K) 15 (ung,) -248
(and) -248 (Jun-Cheng) -248 (Chen.) ] TJ ET BT 10.16185 0 0 9.9626 71.691 392.032
Tm /Ty2 1 Tf [ (Class-a) 15 (w) 10 (are) -263 (rob) 20 (ust) -263 (adv) 15
(ersarial) -263 (tr) 1 (aining) -263 (for) -262 (object) -263 (de-) ] TJ ET
BT 9.833086 0 0 9.9626 71.691 380.077 Tm /Ty2 1 Tf [ (tection.) -368 (In)
] TJ ET BT 9.833086 0 0 9.9626 115.227 380.077 Tm /Ty4 1 Tf [ (IEEE/CVF) -254
(Confer) 37 (ence) -254 (on) -255 (Computer) -254 (V) 75 (ision) ] TJ ET BT
10.16185 0 0 9.9626 71.691 368.121 Tm /Ty4 1 Tf [ (and) -300 (P) 79 (attern)
-300 (Reco) 10 (gnition) ] TJ ET BT 10.16185 0 0 9.9626 171.723 368.121 Tm
/Ty2 1 Tf [ (,) -313 (pages) -300 (1042010429,) -313 (2021.) ] TJ ET /Cs1
cs 1 0 0 sc BT 9.9626 0 0 9.9626 70.944 356.166 Tm /Ty2 1 Tf (12) Tj ET /Cs2
cs 0 sc BT 9.9626 0 0 9.9626 55.093 341.781 Tm /Ty2 1 Tf ([7]) Tj ET BT 10.06223 0 0 9.9626 71.691 341.781
Tm /Ty2 1 Tf [ (Francesco) -247 (Croce) -247 (and) -247 (Matthias) -247 (Hein.)
-355 (Pro) 15 (v) 24 (abl) 1 (e) -247 (rob) 19 (ust-) ] TJ ET BT 10.06223 0 0 9.9626 71.691 329.825
Tm /Ty2 1 Tf [ (ness) -248 (ag) 5 (ainst) -249 (all) -248 (adv) 15 (ersarial)
] TJ ET BT 9.9626 0 0 9.9626 181.525 329.825 Tm /Ty5 1 Tf (l) Tj ET BT 6.9738 0 0 6.9738 184.498 328.331
Tm /Ty15 1 Tf (p) Tj ET BT 10.06223 0 0 9.9626 189.103 329.825 Tm /Ty2 1 Tf
[ (-perturbations) -248 (for) ] TJ ET BT 9.9626 0 0 9.9626 262.282 329.825
Tm /Ty5 1 Tf (p) Tj ET BT 9.9626 0 0 9.9626 270.077 329.825 Tm /Ty17 1 Tf
(") Tj ET BT 9.9626 0 0 9.9626 280.609 329.825 Tm /Ty18 1 Tf (1) Tj ET BT
10.06223 0 0 9.9626 285.59 329.825 Tm /Ty2 1 Tf (.) Tj ET BT 10.122 0 0 9.9626 71.691 317.87
Tm /Ty2 1 Tf (In) Tj ET BT 10.122 0 0 9.9626 82.602 317.87 Tm /Ty4 1 Tf [
(International) -245 (Confer) 37 (ence) -245 (on) -245 (Learning) -245 (Repr)
36 (esenta-) ] TJ ET BT 9.9626 0 0 9.9626 71.691 305.915 Tm /Ty4 1 Tf (tions)
Tj ET BT 9.9626 0 0 9.9626 91.068 305.915 Tm /Ty2 1 Tf [ (,) -250 (2020.)
] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 122.0517 305.915 Tm /Ty2 1 Tf
(1) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 127.033 305.915 Tm /Ty2 1 Tf (,)
Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 132.0143 305.915 Tm /Ty2 1 Tf
(2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 55.093 291.529 Tm /Ty2 1 Tf ([8])
Tj ET BT 10.16185 0 0 9.9626 71.691 291.529 Tm /Ty2 1 Tf [ (Francesco) -287
(Croce) -288 (and) -287 (Matthias) -287 (Hein.) -489 (Reliable) -287 (e) 25
(v) 24 (alu-) ] TJ ET BT 10.16185 0 0 9.9626 71.691 279.574 Tm /Ty2 1 Tf [
(ation) -341 (of) -341 (adv) 15 (ersarial) -341 (rob) 20 (ustness) -341 (with)
-341 (an) -340 (ensemble) -341 (of) ] TJ ET BT 10.16185 0 0 9.9626 71.691 267.619
Tm /Ty2 1 Tf [ (di) 25 (v) 14 (erse) -259 (parameter) 20 (-free) -260 (attacks.)
-398 (In) ] TJ ET BT 10.16185 0 0 9.9626 211.423 267.619 Tm /Ty4 1 Tf [ (International)
-259 (Con-) ] TJ ET BT 9.783273 0 0 9.9626 71.691 255.664 Tm /Ty4 1 Tf [ (fer)
38 (ence) -256 (on) -257 (Mac) 16 (hine) -257 (Learni) 1 (ng) ] TJ ET BT 9.783273 0 0 9.9626 187.373 255.664
Tm /Ty2 1 Tf [ (,) -257 (pages) -256 (22062216,) -256 (2020.) ] TJ ET /Cs1
cs 1 0 0 sc BT 9.9626 0 0 9.9626 71.691 243.709 Tm /Ty2 1 Tf (2) Tj ET /Cs2
cs 0 sc BT 9.9626 0 0 9.9626 76.6723 243.709 Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs
1 0 0 sc BT 9.9626 0 0 9.9626 81.6536 243.709 Tm /Ty2 1 Tf (6) Tj ET /Cs2
cs 0 sc BT 9.9626 0 0 9.9626 55.093 229.323 Tm /Ty2 1 Tf ([9]) Tj ET BT 10.16185 0 0 9.9626 71.691 229.323
Tm /Ty2 1 Tf [ (Jia) -302 (Deng,) -315 (W) 78 (ei) -301 (Dong,) -316 (Richard)
-302 (Socher) 40 (,) -316 (Li-Jia) -301 (Li,) -316 (Kai) ] TJ ET BT 10.09211 0 0 9.9626 71.691 217.368
Tm /Ty2 1 Tf [ (Li,) -248 (and) -247 (Li) -248 (Fei-Fei.) -357 (Imagenet:)
-308 (A) -247 (lar) 17 (ge-scale) -247 (hierarchi-) ] TJ ET BT 10.09211 0 0 9.9626 71.691 205.413
Tm /Ty2 1 Tf [ (cal) -247 (image) -248 (database.) -357 (In) ] TJ ET BT 10.09211 0 0 9.9626 164.897 205.413
Tm /Ty4 1 Tf [ (IEEE) -247 (confer) 36 (ence) -247 (on) -248 (computer) ]
TJ ET BT 10.14193 0 0 9.9626 71.691 193.458 Tm /Ty4 1 Tf [ (vision) -245 (and)
-244 (pattern) -245 (r) 36 (eco) 10 (gnition) ] TJ ET BT 10.14193 0 0 9.9626 194.175 193.458
Tm /Ty2 1 Tf [ (,) -245 (pages) -245 (248255,) -245 (2009.) ] TJ ET /Cs1
cs 1 0 0 sc BT 9.9626 0 0 9.9626 71.442 181.502 Tm /Ty2 1 Tf (7) Tj ET /Cs2
cs 0 sc BT 9.9626 0 0 9.9626 50.112 167.117 Tm /Ty2 1 Tf ([10]) Tj ET BT 9.92275 0 0 9.9626 71.691 167.117
Tm /Ty2 1 Tf [ (John) -251 (Duchi,) -252 (Elad) -252 (Hazan,) -251 (and) -252
(Y) 111 (oram) -252 (Singer) 56 (.) -363 (Adapti) 25 (v) 15 (e) ] TJ ET BT
9.763348 0 0 9.9626 71.691 155.162 Tm /Ty2 1 Tf [ (Subgradient) -240 (Methods)
-239 (for) -240 (Online) -240 (Learning) -239 (and) -240 (Stochas-) ] TJ ET
BT 10.16185 0 0 9.9626 71.691 143.206 Tm /Ty2 1 Tf [ (tic) -340 (Optimization.)
] TJ ET BT 10.16185 0 0 9.9626 148.152 143.206 Tm /Ty4 1 Tf [ (J) 24 (ournal)
-339 (of) -340 (Mac) 14 (hine) -340 (Learning) -340 (Re-) ] TJ ET BT 9.9626 0 0 9.9626 71.691 131.251
Tm /Ty4 1 Tf [ (sear) 37 (c) 15 (h) ] TJ ET BT 9.9626 0 0 9.9626 97.733 131.251
Tm /Ty2 1 Tf [ (,) -250 (12\(61\):21212159,) -250 (2011.) ] TJ ET /Cs1 cs
1 0 0 sc BT 9.9626 0 0 9.9626 207.8596 131.251 Tm /Ty2 1 Tf (3) Tj ET /Cs2
cs 0 sc BT 9.9626 0 0 9.9626 212.8409 131.251 Tm /Ty2 1 Tf (,) Tj ET /Cs1
cs 1 0 0 sc BT 9.9626 0 0 9.9626 217.8222 131.251 Tm /Ty2 1 Tf (5) Tj ET /Cs2
cs 0 sc BT 9.9626 0 0 9.9626 50.112 116.866 Tm /Ty2 1 Tf ([11]) Tj ET BT 9.763348 0 0 9.9626 71.691 116.866
Tm /Ty2 1 Tf [ (Log) 5 (an) -240 (Engstrom,) -243 (Brandon) -240 (T) 35 (ran,)
-243 (Dimitris) -240 (Tsipras,) -243 (Lud-) ] TJ ET BT 9.763348 0 0 9.9626 71.332 104.91
Tm /Ty2 1 Tf [ (wig) -242 (Schmidt,) -245 (and) -242 (Aleksander) -242 (Madry)
66 (.) -340 (A) -242 (Rotation) -242 (and) -242 (a) ] TJ ET BT 9.862974 0 0 9.9626 71.382 92.955
Tm /Ty2 1 Tf [ (T) 35 (ranslation) -252 (Suf) 25 -313 (F) 15 (ooling)
-252 (CNNs) -253 (with) -252 (Simple) -253 (T) 36 (rans-) ] TJ ET BT 9.9626 0 0 9.9626 71.691 81
Tm /Ty2 1 Tf [ (formations.) -360 (2018.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 146.9385 81
Tm /Ty2 1 Tf (1) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 710.037 Tm
/Ty2 1 Tf ([12]) Tj ET BT 10.16185 0 0 9.9626 330.441 710.037 Tm /Ty2 1 Tf
[ (Shuo) -330 (Feng,) -350 (Xintao) -330 (Y) 98 (an,) -350 (Hao) 24 (wei)
-329 (Sun,) -351 (Y) 54 (iheng) -330 (Feng,) ] TJ ET BT 10.14193 0 0 9.9626 330.441 698.082
Tm /Ty2 1 Tf [ (and) -246 (Henry) -246 (X) -246 (Liu.) -356 (Intelligent)
-246 (dri) 25 (ving) -247 (intelligence) -246 (test) ] TJ ET BT 9.763348 0 0 9.9626 330.441 686.127
Tm /Ty2 1 Tf [ (for) -248 (autonomous) -249 (v) 16 (ehicles) -249 (with) -248
(naturalistic) -248 (and) -249 (adv) 16 (ersar) 20 (-) ] TJ ET BT 9.992488 0 0 9.9626 330.441 674.172
Tm /Ty2 1 Tf [ (ial) -248 (en) 39 (vironment.) ] TJ ET BT 9.992488 0 0 9.9626 399.097 674.172
Tm /Ty4 1 Tf [ (Natur) 37 (e) -249 (c) 1 (o) -1 (mmuni) 1 (cations) ] TJ ET
BT 9.992488 0 0 9.9626 494.47 674.172 Tm /Ty2 1 Tf [ (,) -249 (12\(1\):114,)
] TJ ET BT 9.9626 0 0 9.9626 330.441 662.217 Tm /Ty2 1 Tf (2021.) Tj ET /Cs1
cs 1 0 0 sc BT 9.9626 0 0 9.9626 356.4434 662.217 Tm /Ty2 1 Tf (12) Tj ET
/Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 647.655 Tm /Ty2 1 Tf ([13]) Tj ET
BT 10.02238 0 0 9.9626 330.441 647.655 Tm /Ty2 1 Tf [ (Ruize) -248 (Gao,)
-248 (Jiongxiao) -248 (W) 79 (ang,) -248 (Kaiwen) -248 (Zhou,) -248 (Feng)
-248 (Liu,) ] TJ ET BT 10.16185 0 0 9.9626 330.441 635.7 Tm /Ty2 1 Tf [ (Binghui)
-322 (Xie,) -341 (Gang) -321 (Niu,) -341 (Bo) -322 (Han,) -341 (and) -322
(James) -322 (Cheng.) ] TJ ET BT 10.16185 0 0 9.9626 330.441 623.745 Tm /Ty2
1 Tf [ (F) 15 (ast) -251 (and) -251 (reliable) -251 (e) 25 (v) 24 (aluation)
-251 (of) -251 (adv) 15 (ersarial) -251 (rob) 20 (ustness) ] TJ ET BT 9.833086 0 0 9.9626 330.082 611.789
Tm /Ty2 1 Tf [ (with) -254 (minimum-mar) 19 (gin) -254 (attack.) -366 (In)
] TJ ET BT 9.833086 0 0 9.9626 461.981 611.789 Tm /Ty4 1 Tf [ (International)
-254 (Confer) 21 (-) ] TJ ET BT 10.16185 0 0 9.9626 330.441 599.834 Tm /Ty4
1 Tf [ (ence) -294 (on) -293 (Mac) 14 (hine) -293 (Learning) ] TJ ET BT 10.16185 0 0 9.9626 440.843 599.834
Tm /Ty2 1 Tf [ (,) -306 (pages) -294 (71447163,) -305 (2022.) ] TJ ET /Cs1
cs 1 0 0 sc BT 9.9626 0 0 9.9626 330.441 587.879 Tm /Ty2 1 Tf (2) Tj ET /Cs2
cs 0 sc BT 9.9626 0 0 9.9626 308.862 573.317 Tm /Ty2 1 Tf ([14]) Tj ET BT
10.16185 0 0 9.9626 330.441 573.317 Tm /Ty2 1 Tf [ (Ian) -424 (J.) -423 (Goodfello)
24 (w) 64 (,) -468 (Jonathon) -424 (Shlens,) -468 (and) -424 (Christian) ]
TJ ET BT 10.15189 0 0 9.9626 330.441 561.362 Tm /Ty2 1 Tf [ (Sze) 15 (gedy)
64 (.) -350 (Explaining) -243 (and) -244 (Harnessing) -243 (Adv) 15 (ersarial)
-244 (Ex-) ] TJ ET BT 9.853011 0 0 9.9626 330.441 549.407 Tm /Ty2 1 Tf [ (amples.)
-366 (In) ] TJ ET BT 9.853011 0 0 9.9626 375.132 549.407 Tm /Ty4 1 Tf [ (International)
-253 (Confer) 37 (ence) -253 (on) -254 (Learning) -253 (Rep-) ] TJ ET BT 9.9626 0 0 9.9626 330.441 537.452
Tm /Ty4 1 Tf [ (r) 37 (esentations) ] TJ ET BT 9.9626 0 0 9.9626 378.779 537.452
Tm /Ty2 1 Tf [ (,) -250 (2015.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 409.7627 537.452
Tm /Ty2 1 Tf (2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 522.89 Tm
/Ty2 1 Tf ([15]) Tj ET BT 9.932712 0 0 9.9626 330.441 522.89 Tm /Ty2 1 Tf
[ (Kaiming) -250 (He,) -251 (Xiangyu) -250 (Zhang,) -251 (Shaoqing) -250 (Ren,)
-251 (and) -251 (Ji) 1 (an) ] TJ ET BT 10.16185 0 0 9.9626 330.441 510.935
Tm /Ty2 1 Tf [ (Sun.) -721 (Deep) -361 (residual) -360 (learning) -360 (for)
-360 (image) -361 (recognition.) ] TJ ET BT 10.13196 0 0 9.9626 330.441 498.98
Tm /Ty2 1 Tf (In) Tj ET BT 10.13196 0 0 9.9626 341.356 498.98 Tm /Ty4 1 Tf
[ (IEEE) -244 (Confer) 36 (ence) -244 (on) -245 (Computer) -244 (V) 73 (ision)
-245 (and) -244 (P) 79 (attern) ] TJ ET BT 9.9626 0 0 9.9626 330.132 487.025
Tm /Ty4 1 Tf [ (Reco) 10 (gnition) ] TJ ET BT 9.9626 0 0 9.9626 378.181 487.025
Tm /Ty2 1 Tf [ (,) -250 (pages) -250 (770778,) -250 (2016.) ] TJ ET /Cs1
cs 1 0 0 sc BT 9.9626 0 0 9.9626 474.1906 487.025 Tm /Ty2 1 Tf (1) Tj ET /Cs2
cs 0 sc BT 9.9626 0 0 9.9626 308.862 472.463 Tm /Ty2 1 Tf ([16]) Tj ET BT
9.932712 0 0 9.9626 330.441 472.463 Tm /Ty2 1 Tf [ (Kaiming) -250 (He,) -251
(Xiangyu) -250 (Zhang,) -251 (Shaoqing) -250 (Ren,) -251 (and) -251 (Ji) 1
(an) ] TJ ET BT 10.10208 0 0 9.9626 330.441 460.508 Tm /Ty2 1 Tf [ (Sun.)
-357 (Deep) -247 (Residual) -247 (Learning) -247 (for) -248 (Image) -247 (Recognition.)
] TJ ET BT 10.13196 0 0 9.9626 330.441 448.553 Tm /Ty2 1 Tf (In) Tj ET BT
10.13196 0 0 9.9626 341.356 448.553 Tm /Ty4 1 Tf [ (IEEE) -244 (Confer) 36
(ence) -244 (on) -245 (Computer) -244 (V) 73 (ision) -245 (and) -244 (P) 79
(attern) ] TJ ET BT 9.9626 0 0 9.9626 330.132 436.597 Tm /Ty4 1 Tf [ (Reco)
10 (gnition) ] TJ ET BT 9.9626 0 0 9.9626 378.181 436.597 Tm /Ty2 1 Tf [ (,)
-250 (pages) -250 (770778,) -250 (2016.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 474.1906 436.597
Tm /Ty2 1 Tf (6) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 422.036 Tm
/Ty2 1 Tf ([17]) Tj ET BT 10.16185 0 0 9.9626 330.441 422.036 Tm /Ty2 1 Tf
[ (Y) 109 (unhan) -258 (Jia,) -260 (Y) 98 (antao) -257 (Lu,) -261 (Junjie)
-257 (Shen,) -261 (Qi) -257 (Alfred) -258 (Chen,) ] TJ ET BT 10.16185 0 0 9.9626 330.441 410.08
Tm /Ty2 1 Tf [ (Hao) -260 (Chen,) -264 (Zhen) 15 (yu) -260 (Zhong,) -263 (and)
-260 (T) 78 (ao) -260 (W) 79 (ei.) -401 (F) 15 (ooling) -260 (de-) ] TJ ET
BT 9.872937 0 0 9.9626 330.441 398.125 Tm /Ty2 1 Tf [ (tection) -252 (alone)
-251 (is) -252 (not) -252 (enough:) -312 (Adv) 15 (ersarial) -252 (attack)
-251 (ag) 5 (ainst) ] TJ ET BT 10.06223 0 0 9.9626 330.441 386.17 Tm /Ty2
1 Tf [ (multiple) -247 (object) -248 (t) 1 (racking.) -356 (In) ] TJ ET BT
10.06223 0 0 9.9626 443.498 386.17 Tm /Ty4 1 Tf [ (International) -247 (Confer)
36 (ence) ] TJ ET BT 9.9626 0 0 9.9626 330.441 374.215 Tm /Ty4 1 Tf [ (on)
-250 (Learning) -250 (Repr) 37 (esentations) ] TJ ET BT 9.9626 0 0 9.9626 445.747 374.215
Tm /Ty2 1 Tf [ (,) -250 (2020.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 476.7307 374.215
Tm /Ty2 1 Tf (12) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 359.653
Tm /Ty2 1 Tf ([18]) Tj ET BT 9.763348 0 0 9.9626 330.441 359.653 Tm /Ty2 1
Tf [ (Daniel) -209 (Kang,) -218 (Y) 56 (i) -209 (Sun,) -219 (T) 82 (om) -209
(Bro) 25 (wn,) -218 (Dan) -209 (Hendrycks,) -218 (and) ] TJ ET BT 10.06223 0 0 9.9626 330.252 347.698
Tm /Ty2 1 Tf [ (Jacob) -247 (Steinhardt.) -355 (T) 34 (ransfer) -247 (of)
-247 (Adv) 15 (ersarial) -247 (Rob) 20 (ustness) ] TJ ET BT 10.16185 0 0 9.9626 330.441 335.743
Tm /Ty2 1 Tf [ (Between) -387 (Perturbation) -387 (T) 78 (ypes.) -807 (In)
] TJ ET BT 10.16185 0 0 9.9626 471.281 335.743 Tm /Ty4 1 Tf (arxiv:1905.01034)
Tj ET BT 10.16185 0 0 9.9626 543.817 335.743 Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 330.441 323.788
Tm /Ty2 1 Tf (2019.) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 356.4434 323.788
Tm /Ty2 1 Tf (1) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 361.4247 323.788
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 366.406 323.788
Tm /Ty2 1 Tf (2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 371.3873 323.788
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 376.3686 323.788
Tm /Ty2 1 Tf (12) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 309.226
Tm /Ty2 1 Tf ([19]) Tj ET BT 10.11204 0 0 9.9626 330.441 309.226 Tm /Ty2 1
Tf [ (Harini) -245 (Kannan,) -246 (Ale) 15 (x) 15 (e) 15 (y) -245 (K) 14 (urakin,)
-245 (and) -245 (Ian) -245 (Goodfello) 24 (w) 64 (.) ] TJ ET BT 9.872937 0 0 9.9626 330.082 297.271
Tm /Ty2 1 Tf [ (Adv) 15 (ersarial) -253 (Logit) -253 (P) 15 (airing.) -365
(In) ] TJ ET BT 9.872937 0 0 9.9626 447.552 297.271 Tm /Ty4 1 Tf (arXiv:1803.06373)
Tj ET BT 9.872937 0 0 9.9626 519.674 297.271 Tm /Ty2 1 Tf [ (,) -253 (2018.)
] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 329.694 285.316 Tm /Ty2 1 Tf
(1) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 334.6753 285.316 Tm /Ty2 1 Tf
(,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 339.6566 285.316 Tm /Ty2 1
Tf (2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 270.754 Tm /Ty2 1 Tf
([20]) Tj ET BT 10.03234 0 0 9.9626 330.441 270.754 Tm /Ty2 1 Tf [ (Diederik)
-248 (P) -247 (Kingma) -248 (and) -247 (Jimmy) -248 (Ba.) -356 (Adam:) -307
(A) -248 (method) ] TJ ET BT 10.16185 0 0 9.9626 330.441 258.799 Tm /Ty2 1
Tf [ (for) -292 (stochastic) -292 (optimizati) 1 (on.) -503 (In) ] TJ ET BT
10.16185 0 0 9.9626 458.752 258.799 Tm /Ty4 1 Tf [ (International) -292 (Confer)
20 (-) ] TJ ET BT 9.9626 0 0 9.9626 330.441 246.844 Tm /Ty4 1 Tf [ (ence)
-250 (on) -250 (Learning) -250 (Repr) 37 (esentations) ] TJ ET BT 9.9626 0 0 9.9626 466.489 246.844
Tm /Ty2 1 Tf [ (,) -250 (2015.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 497.4727 246.844
Tm /Ty2 1 Tf (3) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 502.454 246.844 Tm
/Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 507.4353 246.844
Tm /Ty2 1 Tf (5) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 512.4166 246.844
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 517.3979 246.844
Tm /Ty2 1 Tf (6) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 232.282 Tm
/Ty2 1 Tf ([21]) Tj ET BT 9.992488 0 0 9.9626 330.441 232.282 Tm /Ty2 1 Tf
[ (Ale) 15 (x) -250 (Krizhe) 25 (vsk) 15 (y) -250 (and) -249 (Geof) 24 (f)
1 (re) 14 (y) -249 (Hinton.) -361 (Learning) -250 (mul-) ] TJ ET BT 10.16185 0 0 9.9626 330.441 220.327
Tm /Ty2 1 Tf [ (tiple) -321 (layers) -320 (of) -321 (features) -321 (from)
-320 (tin) 15 (y) -321 (images.) -595 (T) 69 (echnical) ] TJ ET BT 9.9626 0 0 9.9626 330.441 208.371
Tm /Ty2 1 Tf [ (report,) -250 (Citeseer) 40 (,) -250 (2009.) ] TJ ET /Cs1
cs 1 0 0 sc BT 9.9626 0 0 9.9626 422.4456 208.371 Tm /Ty2 1 Tf (5) Tj ET /Cs2
cs 0 sc BT 9.9626 0 0 9.9626 427.4269 208.371 Tm /Ty2 1 Tf (,) Tj ET /Cs1
cs 1 0 0 sc BT 9.9626 0 0 9.9626 432.4082 208.371 Tm /Ty2 1 Tf (6) Tj ET /Cs2
cs 0 sc BT 9.9626 0 0 9.9626 308.862 193.81 Tm /Ty2 1 Tf ([22]) Tj ET BT 10.16185 0 0 9.9626 330.441 193.81
Tm /Ty2 1 Tf [ (Ale) 15 (x) 14 (e) 15 (y) -338 (K) 15 (urakin,) -361 (Ian)
-338 (J.) -338 (Goodfello) 25 (w) 64 (,) -361 (and) -338 (Samy) -338 (Ben-)
] TJ ET BT 10.16185 0 0 9.9626 330.441 181.855 Tm /Ty2 1 Tf [ (gio.) -499
(Adv) 15 (ersarial) -290 (e) 14 (xamples) -290 (in) -291 (the) -291 (ph) 5
(ysical) -290 (w) 9 (orld.) -498 (In) ] TJ ET BT 9.793236 0 0 9.9626 330.272 169.899
Tm /Ty4 1 Tf [ (International) -253 (Confer) 37 (ence) -253 (on) -254 (Learning)
-253 (Repr) 37 (esentations) ] TJ ET BT 9.9626 0 0 9.9626 329.614 157.944
Tm /Ty4 1 Tf [ (W) 92 (orkshop) ] TJ ET BT 9.9626 0 0 9.9626 369.096 157.944
Tm /Ty2 1 Tf [ (,) -250 (2017.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 400.0797 157.944
Tm /Ty2 1 Tf (2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 405.061 157.944 Tm
/Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 410.0423 157.944
Tm /Ty2 1 Tf (12) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 143.382
Tm /Ty2 1 Tf ([23]) Tj ET BT 10.16185 0 0 9.9626 330.441 143.382 Tm /Ty2 1
Tf [ (Y) 98 (ann) -350 (LeCun,) -376 (L) ] TJ ET BT 9.9626 0 0 9.9626 395.793 143.432
Tm /Ty2 1 Tf Tj ET BT 10.16185 0 0 9.9626 395.24 143.382 Tm /Ty2 1 Tf
[ (eon) -350 (Bottou,) -376 (Y) 108 (oshua) -350 (Bengio,) -376 (P) 15 (atrick)
] TJ ET BT 10.16185 0 0 9.9626 330.441 131.427 Tm /Ty2 1 Tf [ (Haf) 25 (fner)
39 (,) -250 (and) -249 (others.) -365 (Gradient-based) -249 (learning) -249
(applied) ] TJ ET BT 10.16185 0 0 9.9626 330.441 119.472 Tm /Ty2 1 Tf [ (to)
-339 (document) -339 (recognition.) ] TJ ET BT 10.16185 0 0 9.9626 440.792 119.472
Tm /Ty4 1 Tf [ (Pr) 44 (oceedings) -339 (of) -339 (the) -339 (IEEE) ] TJ ET
BT 10.16185 0 0 9.9626 543.817 119.472 Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 330.441 107.517
Tm /Ty2 1 Tf [ (86\(11\):22782324,) -250 (1998.) ] TJ ET /Cs1 cs 1 0 0 sc
BT 9.9626 0 0 9.9626 435.5863 107.517 Tm /Ty2 1 Tf (5) Tj ET /Cs2 cs 0 sc
BT 9.9626 0 0 9.9626 440.5676 107.517 Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0
sc BT 9.9626 0 0 9.9626 445.5489 107.517 Tm /Ty2 1 Tf (6) Tj ET /Cs2 cs 0
sc BT 9.9626 0 0 9.9626 308.862 92.955 Tm /Ty2 1 Tf ([24]) Tj ET BT 9.763348 0 0 9.9626 330.441 92.955
Tm /Ty2 1 Tf [ (Y) 102 (andong) -254 (Li,) -254 (Lijun) -254 (Li,) -254 (Liqiang)
-254 (W) 81 (ang,) -254 (T) 82 (ong) -254 (Zhang,) -254 (and) ] TJ ET BT 10.16185 0 0 9.9626 330.441 81
Tm /Ty2 1 Tf [ (Boqing) -249 (Gong.) -366 (Nattack:) -312 (Learning) -249
(the) -249 (distrib) 20 (utions) -249 (of) ] TJ ET Q
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[ (adv) 15 (ersarial) -256 (e) 16 (xamples) -256 (for) -256 (an) -256 (impro)
15 (v) 16 (ed) -256 (black-box) -256 (attack) ] TJ ET BT 9.942675 0 0 9.9626 71.691 698.082
Tm /Ty2 1 Tf [ (on) -251 (deep) -250 (neural) -251 (netw) 10 (orks.) -361
(In) ] TJ ET BT 9.942675 0 0 9.9626 185.926 698.082 Tm /Ty4 1 Tf [ (International)
-251 (Confer) 38 (ence) ] TJ ET BT 9.9626 0 0 9.9626 71.691 686.127 Tm /Ty4
1 Tf [ (on) -250 (Mac) 15 (hine) -250 (Learning) ] TJ ET BT 9.9626 0 0 9.9626 157.877 686.127
Tm /Ty2 1 Tf [ (,) -250 (pages) -250 (38663876,) -250 (2019.) ] TJ ET /Cs1
cs 1 0 0 sc BT 9.9626 0 0 9.9626 263.8492 686.127 Tm /Ty2 1 Tf (2) Tj ET /Cs2
cs 0 sc BT 9.9626 0 0 9.9626 50.112 669.368 Tm /Ty2 1 Tf ([25]) Tj ET BT 10.16185 0 0 9.9626 71.691 669.368
Tm /Ty2 1 Tf [ (Aleksander) -547 (Madry) 64 (,) -622 (Aleksandar) -546 (Mak)
9 (elo) 15 (v) 64 (,) -622 (Ludwig) ] TJ ET BT 9.763348 0 0 9.9626 71.691 657.413
Tm /Ty2 1 Tf [ (Schmidt,) -248 (Di) 1 (mitris) -246 (Tsipras,) -248 (and)
-245 (Adrian) -246 (Vladu.) -347 (T) 82 (o) 25 (w) 11 (ards) ] TJ ET BT 9.763348 0 0 9.9626 71.691 645.458
Tm /Ty2 1 Tf [ (deep) -217 (learning) -218 (models) -217 (resistant) -218
(to) -217 (adv) 15 (ersarial) -218 (attacks.) -285 (In) ] TJ ET BT 9.763348 0 0 9.9626 71.522 633.503
Tm /Ty4 1 Tf [ (International) -240 (Confer) 38 (ence) -240 (on) -239 (Learning)
-240 (Repr) 38 (esentations) ] TJ ET BT 9.763348 0 0 9.9626 285.166 633.503
Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 71.691 621.547 Tm /Ty2 1 Tf (2018.)
Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 97.69339 621.547 Tm /Ty2 1 Tf
(1) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 102.6747 621.547 Tm /Ty2 1 Tf
(,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 107.656 621.547 Tm /Ty2 1
Tf (2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 112.6373 621.547 Tm /Ty2 1
Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 117.6186 621.547 Tm /Ty2
1 Tf (6) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 50.112 604.788 Tm /Ty2 1
Tf ([26]) Tj ET BT 10.16185 0 0 9.9626 71.691 604.788 Tm /Ty2 1 Tf [ (Pratyush)
-302 (Maini,) -317 (Eric) -302 (W) 79 (ong,) -317 (and) -302 (J.) -302 (Zico)
-302 (K) 34 (olter) 54 (.) -536 (Ad-) ] TJ ET BT 10.16185 0 0 9.9626 71.442 592.833
Tm /Ty2 1 Tf [ (v) 15 (ersarial) -347 (Rob) 20 (ustness) -347 (Ag) 5 (ainst)
-346 (the) -347 (Union) -346 (of) -347 (Multiple) ] TJ ET BT 10.122 0 0 9.9626 71.691 580.878
Tm /Ty2 1 Tf [ (Perturbation) -245 (Models.) -351 (In) ] TJ ET BT 10.122 0 0 9.9626 171.57 580.878
Tm /Ty4 1 Tf [ (International) -245 (Confer) 37 (ence) -245 (on) ] TJ ET BT
9.92275 0 0 9.9626 71.272 568.923 Tm /Ty4 1 Tf [ (Mac) 15 (hine) -251 (Learning)
] TJ ET BT 9.92275 0 0 9.9626 144.725 568.923 Tm /Ty2 1 Tf [ (,) -252 (pages)
-251 (66406650,) -252 (2020.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.92275 0 0 9.9626 250.3527 568.923
Tm /Ty2 1 Tf (1) Tj ET /Cs2 cs 0 sc BT 9.92275 0 0 9.9626 255.314 568.923
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.92275 0 0 9.9626 260.2853 568.923
Tm /Ty2 1 Tf (2) Tj ET /Cs2 cs 0 sc BT 9.92275 0 0 9.9626 265.2467 568.923
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.92275 0 0 9.9626 270.2279 568.923
Tm /Ty2 1 Tf (3) Tj ET /Cs2 cs 0 sc BT 9.92275 0 0 9.9626 275.1893 568.923
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.92275 0 0 9.9626 280.1606 568.923
Tm /Ty2 1 Tf (5) Tj ET /Cs2 cs 0 sc BT 9.92275 0 0 9.9626 285.122 568.923
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 71.691 556.968
Tm /Ty2 1 Tf (6) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 76.6723 556.968 Tm
/Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 81.6536 556.968
Tm /Ty2 1 Tf (7) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 86.6349 556.968 Tm
/Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 91.6162 556.968
Tm /Ty2 1 Tf (8) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 96.5975 556.968 Tm
/Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 101.5788 556.968
Tm /Ty2 1 Tf (12) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 50.112 540.209 Tm
/Ty2 1 Tf ([27]) Tj ET BT 10.07219 0 0 9.9626 71.691 540.209 Tm /Ty2 1 Tf
[ (Marius) -248 (Mosbach,) -248 (Maksym) -248 (Andriushchenk) 10 (o,) -248
(Thomas) ] TJ ET BT 10.16185 0 0 9.9626 71.382 528.254 Tm /Ty2 1 Tf [ (T)
34 (rost,) -439 (Matthias) -400 (Hein,) -439 (and) -401 (Dietrich) -400 (Klak)
10 (o) 24 (w) 64 (.) -850 (Logit) ] TJ ET BT 10.16185 0 0 9.9626 71.691 516.298
Tm /Ty2 1 Tf [ (pairing) -316 (methods) -315 (can) -316 (fool) -316 (gradient-based)
-315 (attacks.) -579 (In) ] TJ ET BT 9.763348 0 0 9.9626 71.362 504.343 Tm
/Ty4 1 Tf [ (NeurIPS) -218 (2018) -218 (W) 94 (orkshop) -218 (on) -217 (Security)
-218 (in) -218 (Mac) 15 (hine) -218 (Learn-) ] TJ ET BT 9.9626 0 0 9.9626 71.691 492.388
Tm /Ty4 1 Tf (ing) Tj ET BT 9.9626 0 0 9.9626 84.423 492.388 Tm /Ty2 1 Tf
[ (,) -250 (2018.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 115.4067 492.388
Tm /Ty2 1 Tf (2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 50.112 475.629 Tm
/Ty2 1 Tf ([28]) Tj ET BT 9.972563 0 0 9.9626 71.691 475.629 Tm /Ty2 1 Tf
[ (T) 35 (ian) 15 (yu) -250 (P) 15 (ang,) -250 (K) 15 (un) -250 (Xu,) -250
(and) -249 (Jun) -250 (Zhu.) -360 (Mixup) -250 (inference:) ] TJ ET BT 10.10208 0 0 9.9626 71.691 463.674
Tm /Ty2 1 Tf [ (Better) -247 (e) 15 (xploiting) -248 (mixup) -247 (to) -247
(defend) -247 (adv) 14 (ersarial) -247 (attacks.) ] TJ ET BT 10.122 0 0 9.9626 71.691 451.719
Tm /Ty2 1 Tf (In) Tj ET BT 10.122 0 0 9.9626 82.602 451.719 Tm /Ty4 1 Tf [
(International) -245 (Confer) 37 (ence) -245 (on) -245 (Learning) -245 (Repr)
36 (esenta-) ] TJ ET BT 9.9626 0 0 9.9626 71.691 439.764 Tm /Ty4 1 Tf (tions)
Tj ET BT 9.9626 0 0 9.9626 91.068 439.764 Tm /Ty2 1 Tf [ (,) -250 (2020.)
] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 122.0517 439.764 Tm /Ty2 1 Tf
(2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 50.112 423.005 Tm /Ty2 1 Tf ([29])
Tj ET BT 9.763348 0 0 9.9626 71.691 423.005 Tm /Ty2 1 Tf [ (T) 36 (ian) 15
(yu) -241 (P) 16 (ang,) -244 (Xiao) -241 (Y) 102 (ang,) -243 (Y) 56 (inpeng)
-241 (Dong,) -243 (Hang) -241 (Su,) -243 (and) ] TJ ET BT 10.16185 0 0 9.9626 71.502 411.05
Tm /Ty2 1 Tf [ (Jun) -351 (Zhu.) -694 (Bag) -351 (of) -352 (tricks) -351 (for)
-352 (adv) 15 (ersarial) -351 (training.) -694 (In) ] TJ ET BT 9.763348 0 0 9.9626 71.522 399.094
Tm /Ty4 1 Tf [ (International) -240 (Confer) 38 (ence) -240 (on) -239 (Learning)
-240 (Repr) 38 (esentations) ] TJ ET BT 9.763348 0 0 9.9626 285.166 399.094
Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 71.691 387.139 Tm /Ty2 1 Tf (2021.)
Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 97.69339 387.139 Tm /Ty2 1 Tf
(2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 50.112 370.38 Tm /Ty2 1 Tf ([30])
Tj ET BT 9.882899 0 0 9.9626 71.691 370.38 Tm /Ty2 1 Tf [ (T) 35 (ian) 15
(yu) -252 (P) 15 (ang,) -252 (Xiao) -252 (Y) 101 (ang,) -252 (Y) 56 (inpeng)
-252 (Dong,) -252 (K) 15 (un) -252 (Xu,) -252 (Jun) ] TJ ET BT 9.982525 0 0 9.9626 71.691 358.425
Tm /Ty2 1 Tf [ (Zhu,) -249 (and) -250 (Hang) -249 (Su.) -359 (Boosting) -249
(adv) 15 (ersarial) -249 (training) -250 (with) ] TJ ET BT 9.9626 0 0 9.9626 71.691 346.47
Tm /Ty2 1 Tf [ (h) 5 (ypersphere) -251 (embedding.) -363 (In) ] TJ ET BT 9.9626 0 0 9.9626 184.015 346.47
Tm /Ty4 1 Tf [ (Advances) -251 (in) -251 (Neur) 15 (al) -251 (Infor) 20 (-)
] TJ ET BT 10.16185 0 0 9.9626 71.691 334.515 Tm /Ty4 1 Tf [ (mation) -282
(Pr) 45 (ocessing) -282 (Systems) ] TJ ET BT 10.16185 0 0 9.9626 182.525 334.515
Tm /Ty2 1 Tf [ (,) -291 (pages) -281 (77797792,) -291 (2020.) ] TJ ET /Cs1
cs 1 0 0 sc BT 9.9626 0 0 9.9626 71.691 322.56 Tm /Ty2 1 Tf (2) Tj ET /Cs2
cs 0 sc BT 9.9626 0 0 9.9626 50.112 305.801 Tm /Ty2 1 Tf ([31]) Tj ET BT 10.16185 0 0 9.9626 71.691 305.801
Tm /Ty2 1 Tf [ (Nicolas) -591 (P) 15 (apernot,) -677 (P) 14 (atrick) -591
(D.) -591 (McDanie) 1 (l,) -678 (Xi) -591 (W) 49 (u,) ] TJ ET BT 10.06223 0 0 9.9626 71.691 293.845
Tm /Ty2 1 Tf [ (Somesh) -248 (Jha,) -248 (and) -248 (Ananthram) -248 (Sw)
10 (ami.) -358 (Distil) 1 (lation) -248 (as) -248 (a) ] TJ ET BT 9.763348 0 0 9.9626 71.691 281.89
Tm /Ty2 1 Tf [ (defense) -215 (to) -216 (adv) 16 (ersarial) -216 (perturbations)
-215 (ag) 5 (ainst) -215 (deep) -215 (neural) ] TJ ET BT 9.763348 0 0 9.9626 71.691 269.935
Tm /Ty2 1 Tf [ (netw) 10 (orks.) -266 (In) ] TJ ET BT 9.763348 0 0 9.9626 122.597 269.935
Tm /Ty4 1 Tf [ (IEEE) -209 (Symposium) -208 (on) -209 (Security) -208 (and)
-209 (Privacy) ] TJ ET BT 9.763348 0 0 9.9626 285.166 269.935 Tm /Ty2 1 Tf
(,) Tj ET BT 9.9626 0 0 9.9626 71.691 257.98 Tm /Ty2 1 Tf [ (pages) -250 (582597,)
-250 (2016.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 162.7193 257.98
Tm /Ty2 1 Tf (1) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 167.7006 257.98 Tm
/Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 172.6819 257.98
Tm /Ty2 1 Tf (2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 50.112 241.221 Tm
/Ty2 1 Tf ([32]) Tj ET BT 10.16185 0 0 9.9626 71.691 241.221 Tm /Ty2 1 Tf
[ (Adam) -350 (P) 14 (aszk) 10 (e,) -376 (Sam) -351 (Gross,) -376 (Francisco)
-351 (Massa,) -376 (Adam) ] TJ ET BT 10.16185 0 0 9.9626 71.691 229.266 Tm
/Ty2 1 Tf [ (Lerer) 39 (,) -655 (James) -574 (Bradb) 20 (ury) 64 (,) -656
(Gre) 15 (gory) -574 (Chanan,) -655 (T) 34 (re) 25 (v) 19 (or) ] TJ ET BT
9.763348 0 0 9.9626 71.691 217.311 Tm /Ty2 1 Tf [ (Killeen,) -244 (Zeming)
-241 (Lin,) -244 (Natalia) -242 (Gimelshein,) -244 (Luca) -241 (Antig) 5 (a,)
] TJ ET BT 10.16185 0 0 9.9626 71.332 205.355 Tm /Ty2 1 Tf [ (Alban) -590
(Desmaison,) -677 (Andreas) -590 (K) 34 (opf,) -677 (Edw) 10 (ard) -590 (Y)
98 (ang,) ] TJ ET BT 10.16185 0 0 9.9626 71.691 193.4 Tm /Ty2 1 Tf [ (Zachary)
-551 (DeV) 59 (ito,) -627 (Martin) -551 (Raison,) -627 (Alykhan) -550 (T)
68 (ejani,) ] TJ ET BT 9.982525 0 0 9.9626 71.691 181.445 Tm /Ty2 1 Tf [ (Sasank)
-248 (Chilamkurth) 5 (y) 65 (,) -249 (Benoit) -248 (Steiner) 40 (,) -249 (Lu)
-248 (F) 15 (ang,) -249 (Junjie) ] TJ ET BT 10.16185 0 0 9.9626 71.691 169.49
Tm /Ty2 1 Tf [ (Bai,) -274 (and) -268 (Soumith) -268 (Chintala.) -427 (PyT)
79 (orch:) -350 (An) -268 (Imperati) 24 (v) 15 (e) ] TJ ET BT 10.16185 0 0 9.9626 71.691 157.535
Tm /Ty2 1 Tf [ (Style,) -296 (High-Performance) -286 (Deep) -287 (Learning)
-286 (Library) 64 (.) -484 (In) ] TJ ET BT 10.16185 0 0 9.9626 71.083 145.58
Tm /Ty4 1 Tf [ (Advances) -268 (in) -268 (Neur) 15 (al) -269 (Information)
-268 (Pr) 45 (ocessing) -269 (Systems) ] TJ ET BT 10.16185 0 0 9.9626 285.067 145.58
Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 71.691 133.624 Tm /Ty2 1 Tf [
(pages) -250 (80248035,) -250 (2019.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 172.6819 133.624
Tm /Ty2 1 Tf (6) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 50.112 116.866 Tm
/Ty2 1 Tf ([33]) Tj ET BT 9.823124 0 0 9.9626 71.691 116.866 Tm /Ty2 1 Tf
[ (Aditi) -254 (Raghunathan,) -253 (Jacob) -254 (Steinhardt,) -253 (and) -254
(Perc) 15 (y) -253 (Liang.) ] TJ ET BT 10.16185 0 0 9.9626 71.691 104.91 Tm
/Ty2 1 Tf [ (Certied) -262 (Defenses) -262 (ag) 5 (ainst) -262 (Adv) 15 (ersarial)
-262 (Examples.) -407 (In) ] TJ ET BT 9.763348 0 0 9.9626 71.522 92.955 Tm
/Ty4 1 Tf [ (International) -240 (Confer) 38 (ence) -240 (on) -239 (Learning)
-240 (Repr) 38 (esentations) ] TJ ET BT 9.763348 0 0 9.9626 285.166 92.955
Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 71.691 81 Tm /Ty2 1 Tf (2022.)
Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 97.69339 81 Tm /Ty2 1 Tf (1) Tj
ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 710.037 Tm /Ty2 1 Tf ([34]) Tj
ET BT 10.16185 0 0 9.9626 330.441 710.037 Tm /Ty2 1 Tf [ (Herbert) -257 (Robbins)
-256 (and) -257 (Sutton) -256 (Monro.) -390 (A) -256 (stochastic) -257 (ap-)
] TJ ET BT 10.16185 0 0 9.9626 330.441 698.082 Tm /Ty2 1 Tf [ (proximation)
-421 (method.) ] TJ ET BT 10.16185 0 0 9.9626 426.717 698.082 Tm /Ty4 1 Tf
[ (The) -421 (annals) -420 (of) -421 (mathematical) ] TJ ET BT 9.9626 0 0 9.9626 330.441 686.127
Tm /Ty4 1 Tf (statistics) Tj ET BT 9.9626 0 0 9.9626 365.319 686.127 Tm /Ty2
1 Tf [ (,) -250 (pages) -250 (400407,) -250 (1951.) ] TJ ET /Cs1 cs 1 0 0
sc BT 9.9626 0 0 9.9626 461.3286 686.127 Tm /Ty2 1 Tf (7) Tj ET /Cs2 cs 0
sc BT 9.9626 0 0 9.9626 308.862 670.241 Tm /Ty2 1 Tf ([35]) Tj ET BT 10.16185 0 0 9.9626 330.441 670.241
Tm /Ty2 1 Tf [ (Lukas) -402 (Schott,) -440 (Jonas) -402 (Rauber) 39 (,) -441
(Matthias) -401 (Bethge,) -441 (and) ] TJ ET BT 9.763348 0 0 9.9626 329.973 658.286
Tm /Ty2 1 Tf [ (W) 41 (ieland) -233 (Brendel.) -319 (T) 82 (o) 25 (w) 10 (ards)
-233 (the) -232 -233 (adv) 15 (ersarially) -233 (rob) 21 (ust) ] TJ
ET BT 10.16185 0 0 9.9626 330.441 646.331 Tm /Ty2 1 Tf [ (neural) -344 (netw)
10 (ork) -344 (model) -343 (on) -344 (MNIST.) -668 (In) ] TJ ET BT 10.16185 0 0 9.9626 491.478 646.331
Tm /Ty4 1 Tf (International) Tj ET BT 9.9626 0 0 9.9626 330.441 634.376 Tm
/Ty4 1 Tf [ (confer) 37 (ence) -250 (on) -250 (Learning) -250 (Repr) 37 (esentations)
] TJ ET BT 9.9626 0 0 9.9626 491.575 634.376 Tm /Ty2 1 Tf [ (,) -250 (2019.)
] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 522.5587 634.376 Tm /Ty2 1 Tf
(2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 618.49 Tm /Ty2 1 Tf ([36])
Tj ET BT 9.763348 0 0 9.9626 330.441 618.49 Tm /Ty2 1 Tf [ (Ali) -199 (Shaf)
10 (ahi,) -210 (W) 94 (.) -199 (Ronn) 16 (y) -199 (Huang,) -210 (Christoph)
-199 (Studer) 41 (,) -210 (Soheil) ] TJ ET BT 10.16185 0 0 9.9626 330.441 606.535
Tm /Ty2 1 Tf [ (Feizi,) -285 (and) -277 (T) 78 (om) -277 (Goldstein.) -455
(Are) -277 (adv) 15 (ersarial) -277 (e) 15 (xamples) ] TJ ET BT 10.16185 0 0 9.9626 330.441 594.58
Tm /Ty2 1 Tf [ (ine) 25 (vitable?) -422 (In) ] TJ ET BT 10.16185 0 0 9.9626 390.044 594.58
Tm /Ty4 1 Tf [ (International) -247 (Confer) 36 (ence) -247 (on) -247 (Learning)
] TJ ET BT 9.9626 0 0 9.9626 330.132 582.625 Tm /Ty4 1 Tf [ (Repr) 37 (esentations)
] TJ ET BT 9.9626 0 0 9.9626 393.962 582.625 Tm /Ty2 1 Tf [ (,) -250 (2019.)
] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 424.9457 582.625 Tm /Ty2 1 Tf
(12) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 566.739 Tm /Ty2 1 Tf
([37]) Tj ET BT 10.09211 0 0 9.9626 330.441 566.739 Tm /Ty2 1 Tf [ (Baifeng)
-247 (Shi,) -247 (Dinghuai) -247 (Zhang,) -247 (Qi) -247 (Dai,) -247 (Zhanxing)
-248 (Zhu,) ] TJ ET BT 9.882899 0 0 9.9626 329.863 554.784 Tm /Ty2 1 Tf [
(Y) 101 (adong) -251 (Mu,) -251 (and) -251 (Jingdong) -251 (W) 80 (ang.) -360
(Informati) 25 (v) 15 (e) -251 (dropout) ] TJ ET BT 10.16185 0 0 9.9626 330.441 542.829
Tm /Ty2 1 Tf [ (for) -296 (rob) 19 (ust) -296 (representation) -296 (learning:)
-407 (A) -296 (shape-bias) -296 (per) 19 (-) ] TJ ET BT 9.9626 0 0 9.9626 330.441 530.874
Tm /Ty2 1 Tf [ (specti) 25 (v) 15 (e.) -360 (pages) -250 (88288839,) -250
(2020.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 469.758 530.874 Tm /Ty2
1 Tf (2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 514.988 Tm /Ty2 1
Tf ([38]) Tj ET BT 10.16185 0 0 9.9626 330.441 514.988 Tm /Ty2 1 Tf [ (Leslie)
-471 (N.) -471 (Smith.) -1075 (A) -471 (disciplined) -471 (approach) -471
(to) -471 (neu-) ] TJ ET BT 10.16185 0 0 9.9626 330.441 503.033 Tm /Ty2 1
Tf [ (ral) -576 (netw) 10 (ork) -576 (h) 5 (yper) 19 (-parameters:) -966 (P)
15 (art) -576 (1) -576 (-) -576 (learning) ] TJ ET BT 10.16185 0 0 9.9626 330.441 491.078
Tm /Ty2 1 Tf [ (rate,) -403 (batch) -372 (size,) -403 (momentum,) -403 (and)
-372 (weight) -371 (decay) 64 (.) -758 (In) ] TJ ET BT 9.9626 0 0 9.9626 330.441 479.123
Tm /Ty4 1 Tf (arXiv:1803.09820) Tj ET BT 9.9626 0 0 9.9626 403.218 479.123
Tm /Ty2 1 Tf [ (,) -250 (2018.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 434.2017 479.123
Tm /Ty2 1 Tf (6) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 439.183 479.123 Tm
/Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 444.1643 479.123
Tm /Ty2 1 Tf (7) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 463.237 Tm
/Ty2 1 Tf ([39]) Tj ET BT 9.952637 0 0 9.9626 330.441 463.237 Tm /Ty2 1 Tf
[ (Christian) -251 (Sze) 15 (gedy) 65 (,) -251 (W) 80 (ojciech) -251 (Zaremba,)
-251 (Ilya) -250 (Sutsk) 10 (e) 25 (v) 15 (er) 40 (,) ] TJ ET BT 10.16185 0 0 9.9626 330.252 451.282
Tm /Ty2 1 Tf [ (Joan) -319 (Bruna,) -338 (Dumitru) -320 (Erhan,) -337 (Ian)
-320 (J.) -319 (Goodfello) 24 (w) 64 (,) -338 (and) ] TJ ET BT 10.09211 0 0 9.9626 330.441 439.327
Tm /Ty2 1 Tf [ (Rob) -246 (Fer) 18 (gus.) -355 (Intriguing) -246 (properties)
-246 (of) -247 (neural) -246 (netw) 10 (orks.) ] TJ ET BT 10.122 0 0 9.9626 330.441 427.372
Tm /Ty2 1 Tf (In) Tj ET BT 10.122 0 0 9.9626 341.352 427.372 Tm /Ty4 1 Tf
[ (International) -245 (Confer) 37 (ence) -245 (on) -245 (Learning) -245 (Repr)
36 (esenta-) ] TJ ET BT 9.9626 0 0 9.9626 330.441 415.417 Tm /Ty4 1 Tf (tions)
Tj ET BT 9.9626 0 0 9.9626 349.818 415.417 Tm /Ty2 1 Tf [ (,) -250 (2014.)
] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 380.8017 415.417 Tm /Ty2 1 Tf
(1) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 399.531 Tm /Ty2 1 Tf ([40])
Tj ET BT 10.16185 0 0 9.9626 330.441 399.531 Tm /Ty2 1 Tf [ (W) 39 (illiam)
-331 (Thomson.) -629 (Chapter) -332 (35) -331 (Cooperati) 25 (v) 14 (e) -331
(models) ] TJ ET BT 10.16185 0 0 9.9626 330.441 387.576 Tm /Ty2 1 Tf [ (of)
-380 (bar) 17 (g) 5 (aining.) -785 (In) ] TJ ET BT 10.16185 0 0 9.9626 408.853 387.576
Tm /Ty4 1 Tf [ (Handbook) -380 (of) -380 (Game) -381 (Theory) -380 (with)
] TJ ET BT 10.16185 0 0 9.9626 330.132 375.621 Tm /Ty4 1 Tf [ (Economic) -252
(Applications) ] TJ ET BT 10.16185 0 0 9.9626 424.71 375.621 Tm /Ty2 1 Tf
[ (,) -254 (v) 20 (olume) -253 (2,) -254 (pages) -252 (12371284.) ] TJ ET
BT 9.9626 0 0 9.9626 330.441 363.666 Tm /Ty2 1 Tf [ (Else) 25 (vier) 40 (,)
-250 (1994.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 393.4246 363.666
Tm /Ty2 1 Tf (2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 398.4059 363.666
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 403.3872 363.666
Tm /Ty2 1 Tf (3) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 347.78 Tm
/Ty2 1 Tf ([41]) Tj ET BT 10.16185 0 0 9.9626 330.441 347.78 Tm /Ty2 1 Tf
[ (Florian) -346 (T) 35 (ramer) -346 (and) -346 (Dan) -346 (Boneh.) -675 (Adv)
15 (ersarial) -346 (T) 34 (rain-) ] TJ ET BT 10.16185 0 0 9.9626 330.441 335.825
Tm /Ty2 1 Tf [ (ing) -399 (and) -399 (Rob) 20 (ustness) -399 (for) -399 (Multiple)
-399 (Perturbations.) -845 (In) ] TJ ET BT 10.16185 0 0 9.9626 329.833 323.87
Tm /Ty4 1 Tf [ (Advances) -268 (in) -268 (Neur) 15 (al) -269 (Information)
-268 (Pr) 45 (ocessing) -269 (Systems) ] TJ ET BT 10.16185 0 0 9.9626 543.817 323.87
Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 330.441 311.915 Tm /Ty2 1 Tf [
(pages) -250 (58585868,) -250 (2019.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 431.4319 311.915
Tm /Ty2 1 Tf (2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 436.4132 311.915
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 441.3945 311.915
Tm /Ty2 1 Tf (3) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 446.3758 311.915
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 451.3571 311.915
Tm /Ty2 1 Tf (5) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 456.3384 311.915
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 461.3197 311.915
Tm /Ty2 1 Tf (6) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 466.301 311.915 Tm
/Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 471.2823 311.915
Tm /Ty2 1 Tf (7) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 476.2636 311.915
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 481.2449 311.915
Tm /Ty2 1 Tf (12) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 296.029
Tm /Ty2 1 Tf ([42]) Tj ET BT 9.763348 0 0 9.9626 330.441 296.029 Tm /Ty2 1
Tf [ (Florian) -251 (T) 36 (ram) ] TJ ET BT 9.9626 0 0 9.9626 382.446 296.079
Tm /Ty2 1 Tf (`) Tj ET BT 9.763348 0 0 9.9626 381.893 296.029 Tm /Ty2 1 Tf
[ (er) 41 (,) -252 (Ale) 16 (x) 15 (e) 15 (y) -250 (K) 15 (urakin,) -252 (Nicolas)
-250 (P) 15 (apernot,) -252 (Ian) ] TJ ET BT 10.16185 0 0 9.9626 330.441 284.074
Tm /Ty2 1 Tf [ (Goodfello) 25 (w) 63 (,) -286 (Dan) -279 (Boneh,) -286 (and)
-278 (P) 14 (atrick) -278 (McDaniel.) -459 (En-) ] TJ ET BT 10.09211 0 0 9.9626 330.441 272.119
Tm /Ty2 1 Tf [ (semble) -247 (adv) 15 (ersarial) -247 (training:) -307 (Attacks)
-247 (and) -248 (defenses.) -356 (In) ] TJ ET BT 9.763348 0 0 9.9626 330.272 260.163
Tm /Ty4 1 Tf [ (International) -240 (Confer) 38 (ence) -240 (on) -239 (Learning)
-240 (Repr) 38 (esentations) ] TJ ET BT 9.763348 0 0 9.9626 543.916 260.163
Tm /Ty2 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 330.441 248.208 Tm /Ty2 1 Tf (2018.)
Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 356.4434 248.208 Tm /Ty2 1 Tf
(12) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 232.323 Tm /Ty2 1 Tf
([43]) Tj ET BT 9.992488 0 0 9.9626 330.441 232.323 Tm /Ty2 1 Tf [ (Dimitris)
-247 (Tsipras,) -248 (Shibani) -247 (Santurkar) 40 (,) -248 (Log) 5 (an) -247
(Engstrom,) ] TJ ET BT 9.862974 0 0 9.9626 330.082 220.368 Tm /Ty2 1 Tf [
(Ale) 15 (xander) -254 (T) 46 (urner) 40 (,) -254 (and) -253 (Aleksander)
-254 (Madry) 66 (.) -368 (Rob) 20 (ustness) ] TJ ET BT 9.932712 0 0 9.9626 330.441 208.412
Tm /Ty2 1 Tf [ (May) -250 (Be) -251 (at) -250 (Odds) -250 (with) -251 (Accurac)
16 (y) 65 (.) -360 (In) ] TJ ET BT 9.932712 0 0 9.9626 471.99 208.412 Tm /Ty4
1 Tf [ (International) -250 (Con-) ] TJ ET BT 9.9626 0 0 9.9626 330.441 196.457
Tm /Ty4 1 Tf [ (fer) 37 (ence) -250 (on) -250 (Learning) -250 (Repr) 37 (esentations)
] TJ ET BT 9.9626 0 0 9.9626 477.189 196.457 Tm /Ty2 1 Tf [ (,) -250 (2019.)
] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 508.1727 196.457 Tm /Ty2 1 Tf
(4) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 513.154 196.457 Tm /Ty2 1 Tf (,)
Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 518.1353 196.457 Tm /Ty2 1 Tf
(12) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 180.572 Tm /Ty2 1 Tf
([44]) Tj ET BT 9.763348 0 0 9.9626 330.441 180.572 Tm /Ty2 1 Tf [ (Haotao)
-202 (W) 82 (ang,) -212 (T) 35 (ianlong) -201 (Chen,) -213 (Shupeng) -201
(Gui,) -212 (T) 35 (ing-K) 16 (uei) ] TJ ET BT 10.03234 0 0 9.9626 330.441 168.617
Tm /Ty2 1 Tf [ (Hu,) -248 (Ji) -247 (Liu,) -248 (and) -248 (Zhangyang) -247
(W) 79 (ang.) -356 (Once-for) 20 (-all) -247 (adv) 14 (er) 20 (-) ] TJ ET
BT 9.813161 0 0 9.9626 330.441 156.661 Tm /Ty2 1 Tf [ (sarial) -255 (training:)
-317 (In-situ) -255 (tradeof) 25 (f) -255 (between) -255 (rob) 20 (ustness)
-255 (and) ] TJ ET BT 10.06223 0 0 9.9626 330.441 144.706 Tm /Ty2 1 Tf [ (accurac)
15 (y) -248 (for) -247 (free.) -357 (In) ] TJ ET BT 10.06223 0 0 9.9626 415.371 144.706
Tm /Ty4 1 Tf [ (Advances) -248 (in) -247 (Neur) 15 (al) -248 (Information)
] TJ ET BT 9.9626 0 0 9.9626 330.132 132.751 Tm /Ty4 1 Tf [ (Pr) 45 (ocessing)
-250 (Systems) ] TJ ET BT 9.9626 0 0 9.9626 407.989 132.751 Tm /Ty2 1 Tf [
(,) -250 (2020.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 438.9727 132.751
Tm /Ty2 1 Tf (2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 308.862 116.866 Tm
/Ty2 1 Tf ([45]) Tj ET BT 10.16185 0 0 9.9626 330.441 116.866 Tm /Ty2 1 Tf
[ (Hongjun) -321 (W) 79 (ang) -321 (and) -320 (Y) 53 (ise) 1 (n) -321 (W)
78 (ang.) -594 (Self-ensemble) -321 (ad-) ] TJ ET BT 9.992488 0 0 9.9626 330.192 104.91
Tm /Ty2 1 Tf [ (v) 15 (ersarial) -249 (training) -249 (for) -249 (impro) 15
(v) 15 (ed) -249 (rob) 20 (ustness.) -359 (In) ] TJ ET BT 9.992488 0 0 9.9626 514.021 104.91
Tm /Ty4 1 Tf (Interna-) Tj ET BT 9.9626 0 0 9.9626 330.441 92.955 Tm /Ty4
1 Tf [ (tional) -248 (Confer) 37 (ence) -249 (on) -248 (Learning) -248 (Repr)
37 (esentations) ] TJ ET BT 9.9626 0 0 9.9626 519.472 92.955 Tm /Ty2 1 Tf
[ (,) -249 (2022.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 329.694 81
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-456 (W) 78 (ang,) -508 (Feng) -456 (Liu,) -509 (Bo) -456 (Han,) -509 (T)
78 (ongliang) -456 (Liu,) ] TJ ET BT 9.992488 0 0 9.9626 71.691 698.082 Tm
/Ty2 1 Tf [ (Chen) -248 (Gong,) -248 (Gang) -248 (Niu,) -248 (Mingyuan) -247
(Zhou,) -248 (and) -248 (Masashi) ] TJ ET BT 9.763348 0 0 9.9626 71.691 686.127
Tm /Ty2 1 Tf [ (Sugiyama.) -372 (Probabilistic) -256 (mar) 18 (gins) -256
(for) -257 (instance) -256 (re) 25 (weight-) ] TJ ET BT 10.16185 0 0 9.9626 71.691 674.172
Tm /Ty2 1 Tf [ (ing) -387 (in) -387 (adv) 15 (ersarial) -387 (training.) -808
(In) ] TJ ET BT 10.16185 0 0 9.9626 203.569 674.172 Tm /Ty4 1 Tf [ (Advances)
-387 (in) -387 (Neur) 15 (al) ] TJ ET BT 9.992488 0 0 9.9626 71.522 662.217
Tm /Ty4 1 Tf [ (Information) -251 (Pr) 45 (ocessing) -251 (Systems) ] TJ ET
BT 9.992488 0 0 9.9626 199.877 662.217 Tm /Ty2 1 Tf [ (,) -252 (pages) -251
(2325823269,) ] TJ ET BT 9.9626 0 0 9.9626 71.691 650.262 Tm /Ty2 1 Tf (2021.)
Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 97.69339 650.262 Tm /Ty2 1 Tf
(2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 50.112 633.983 Tm /Ty2 1 Tf ([47])
Tj ET BT 10.16185 0 0 9.9626 71.691 633.983 Tm /Ty2 1 Tf [ (Y) 54 (imu) -373
(W) 79 (ang,) -405 (Shiyin) -373 (Lu,) -404 (and) -373 (Lijun) -373 (Zhang.)
-761 (Search-) ] TJ ET BT 10.16185 0 0 9.9626 71.691 622.028 Tm /Ty2 1 Tf
[ (ing) -256 (pri) 24 (v) 25 (ately) -257 (by) -256 (imperceptible) -257 (lying:)
-327 (A) -256 (no) 15 (v) 14 (el) -256 (pri) 24 (v) 25 (ate) ] TJ ET BT 9.763348 0 0 9.9626 71.691 610.073
Tm /Ty2 1 Tf [ (hashing) -214 (method) -214 (with) -214 (dif) 25 (ferential)
-215 (pri) 26 (v) 25 (ac) 16 (y) 66 (.) -279 (In) ] TJ ET BT 9.763348 0 0 9.9626 243.582 610.073
Tm /Ty4 1 Tf [ (A) 31 (CM) -215 (Int) 1 (er) 20 (-) ] TJ ET BT 9.972563 0 0 9.9626 71.691 598.117
Tm /Ty4 1 Tf [ (national) -249 (Confer) 37 (ence) -249 (on) -249 (Multimedia)
] TJ ET BT 9.972563 0 0 9.9626 213.949 598.117 Tm /Ty2 1 Tf [ (,) -249 (page)
-249 (27002709,) ] TJ ET BT 9.9626 0 0 9.9626 71.691 586.162 Tm /Ty2 1 Tf
(2020.) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 97.69339 586.162 Tm /Ty2
1 Tf (1) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 50.112 569.884 Tm /Ty2 1
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(imu) -246 (W) 79 (ang,) -246 (Ren-Jie) -246 (Song,) -245 (Xiu-Shen) -246
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-367 (Pro) 15 (v) 26 (able) -255 (Defenses) -254 (ag) 5 (ainst) ] TJ ET BT
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-249 (Adv) 15 (ersar) 20 (-) ] TJ ET BT 9.942675 0 0 9.9626 71.691 481.874
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15 (hine) ] TJ ET BT 9.9626 0 0 9.9626 71.412 469.919 Tm /Ty4 1 Tf (Learning)
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-250 (52865295,) -250 (2018.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 213.9172 469.919
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/Ty2 1 Tf ([50]) Tj ET BT 10.03234 0 0 9.9626 71.691 453.64 Tm /Ty2 1 Tf [
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(Y) 55 (isen) -247 (W) 79 (ang.) -354 (Adv) 14 (er) 20 (-) ] TJ ET BT 10.05226 0 0 9.9626 71.691 441.685
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(rob) 19 (ust) -249 (generalization.) ] TJ ET BT 9.763348 0 0 9.9626 71.691 429.73
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[ (Advances) -220 (in) -219 (Neur) 15 (al) -219 (Information) -220 (Pr) 46
(ocessing) -220 (Sys) 1 (tems) ] TJ ET BT 9.763348 0 0 9.9626 285.166 429.73
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[ (Y) 54 (ihan) -246 (W) 49 (u,) -246 (Aleksandar) -247 (Bojche) 25 (vski,)
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Tm /Ty2 1 Tf [ (Adv) 15 (ersarial) -524 (weight) -523 (perturbation) -524
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1 Tf [ (,) -250 (2022.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 175.4517 365.631
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[ (Y) 54 (ihan) -296 (W) 50 (u,) -309 (Hongyang) -295 (Zhang,) -308 (and)
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(rob) 19 (ust) -292 (1-nearest) -292 (neighbor) -292 (im-) ] TJ ET BT 9.892862 0 0 9.9626 71.691 325.442
Tm /Ty2 1 Tf [ (age) -251 (r) 1 (etrie) 25 (v) 25 (al.) -360 (In) ] TJ ET
BT 9.892862 0 0 9.9626 137.117 325.442 Tm /Ty4 1 Tf [ (International) -250
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1 Tf [ (,) -250 (pages) -250 (2426624279.) -250 (PMLR,) -250 (2022.) ] TJ
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(Y) 108 (oshua) -329 (Bengio,) -351 (Pradeep) -329 (Ra) 19 (vikumar) 39 (,)
-350 (and) ] TJ ET BT 9.892862 0 0 9.9626 71.332 273.298 Tm /Ty2 1 Tf [ (Arun)
-251 (Sai) -251 (Sugg) 5 (ala.) -361 (Building) -251 (rob) 21 (ust) -251 (ensembles)
-251 (via) -251 (mar) 20 (-) ] TJ ET BT 9.862974 0 0 9.9626 71.691 261.343
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16 (hine) ] TJ ET BT 9.9626 0 0 9.9626 71.412 249.387 Tm /Ty4 1 Tf (Learning)
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-250 (2666926692,) -250 (2022.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 223.8798 249.387
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[ (Dinghuai) -248 (Zhang,) -248 (T) 35 (ian) 15 (yuan) -248 (Zhang,) -248
(Y) 54 (iping) -248 (Lu,) -248 (Zhanx-) ] TJ ET BT 10.16185 0 0 9.9626 71.691 221.154
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107 (ou) -359 (only) -360 (propag) 5 (ate) -359 (once:) ] TJ ET BT 10.16185 0 0 9.9626 71.332 209.199
Tm /Ty2 1 Tf [ (Accelerating) -269 (adv) 15 (ersarial) -268 (training) -269
(via) -269 (maximal) -268 (princi-) ] TJ ET BT 10.16185 0 0 9.9626 71.691 197.243
Tm /Ty2 1 Tf [ (ple.) -622 (In) ] TJ ET BT 10.16185 0 0 9.9626 104.786 197.243
Tm /Ty4 1 Tf [ (Advances) -329 (in) -330 (Neur) 15 (al) -329 (Information)
-330 (Pr) 45 (ocessing) ] TJ ET BT 9.9626 0 0 9.9626 71.442 185.288 Tm /Ty4
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-250 (pages) -250 (227238,) -250 (2019.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 198.9926 185.288
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-325 (Jiao,) -345 (Eric) -326 (P) 109 (.) ] TJ ET BT 9.763348 0 0 9.9626 71.332 157.054
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-268 (rob) 19 (ustness) -268 (and) ] TJ ET BT 10.16185 0 0 9.9626 71.691 133.144
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Tm /Ty4 1 Tf [ (International) -370 (Confer) 37 (ence) -370 (on) -370 (Mac)
15 (hine) ] TJ ET BT 9.9626 0 0 9.9626 71.412 121.189 Tm /Ty4 1 Tf (Learning)
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-250 (74727482,) -250 (2019.) ] TJ ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 213.9172 121.189
Tm /Ty2 1 Tf (2) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 218.8985 121.189
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 1 0 0 sc BT 9.9626 0 0 9.9626 223.8798 121.189
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(Gang) -252 (Niu,) -252 (Li) -252 (zhen) ] TJ ET BT 10.16185 0 0 9.9626 71.691 92.955
Tm /Ty2 1 Tf [ (Cui,) -308 (Masashi) -295 (Sugiyama,) -308 (and) -296 (Mohan)
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[ (Y) 108 (ongg) 5 (ang) -390 (Zhang,) -427 (Mingming) -390 (Gong,) -426 (T)
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[ (olk) 10 (opf,) ] TJ ET BT 10.16185 0 0 9.9626 330.441 659.228 Tm /Ty2 1
Tf [ (and) -294 (K) 14 (un) -294 (Zhang.) -511 (Adv) 15 (ersarial) -295 (rob)
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Tm /Ty4 1 Tf [ (ing) -250 (Repr) 37 (esentations) ] TJ ET BT 9.9626 0 0 9.9626 409.494 635.318
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[ (Haizhong) -247 (Zheng,) -246 (Ziqi) -247 (Zhang,) -247 (Juncheng) -246
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1 Tf [ (Lee,) -283 (and) -276 (Atul) -275 (Prakash.) -451 (Ef) 25 (cient)
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