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Towards Principled Disentanglement for Domain GeneralizationHanlin Zhang Yi-Fan Zhang Weiyang Liu Adrian Weller Bernhard Scholkopf Eric P. XingIEEE Conference on Computer Vision and Pattern Recognition
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cm /Im2 Do Q Q q 506.32 499.5899 m 512.3679 491.9543 l 519.5542 497.6464 l
513.5063 505.282 l h W n 499.1343 493.8977 m 506.32 499.5899 l 500.2721 507.2248
l 493.0865 501.5327 l h W n 493.0865 501.5327 m 499.1343 493.8977 l 506.32
499.5899 l 500.2721 507.2248 l h W n 311.89 468.357 227.7085 116.9592 re W
n /Perceptual ri /Gs1 gs q 7.185881 5.6921 -6.047855 7.634999 499.134 493.8974
cm /Im2 Do Q Q q 512.3679 491.9543 m 506.32 499.5899 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q 7.185881 5.6921 -6.047855 7.634999 505.1819 486.2624
cm /Im6 Do Q Q q 512.3679 491.9543 m W n 505.1816 486.2621 m 511.2294 478.6272
l 518.4157 484.3193 l 512.3679 491.9543 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q 7.185881 5.6921 -6.047855 7.634999 511.2297 478.6274
cm /Im2 Do Q Q q 506.32 499.5899 m 512.3679 491.9543 l 519.5542 497.6464 l
513.5063 505.282 l h W n 506.32 499.5899 m 513.5056 505.2813 l 507.4577 512.9169
l 500.2721 507.2248 l h W n 500.2721 507.2248 m 506.32 499.5899 l 513.5056
505.2813 l 507.4577 512.9169 l h W n 311.89 468.357 227.7085 116.9592 re W
n /Perceptual ri /Gs1 gs q 7.185882 5.6921 -6.047855 7.634999 506.3199 499.5895
cm /Im7 Do Q Q q 506.32 499.5899 m 512.3679 491.9543 l 519.5542 497.6464 l
513.5063 505.282 l h W n 311.89 468.357 227.7085 116.9592 re W n /Perceptual
ri /Gs1 gs q 7.185882 5.6921 -6.047855 7.634999 512.3678 491.9545 cm /Im3
Do Q Q q 512.3679 491.9543 m 519.5542 497.6464 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q 7.185882 5.6921 -6.047855 7.634999 518.4156 484.3195
cm /Im4 Do Q Q q 506.32 499.5899 m 512.3679 491.9543 l 519.5542 497.6464 l
513.5063 505.282 l h W n 513.5056 505.2813 m 520.6919 510.9734 l 514.644 518.6091
l 507.4577 512.9169 l h W n 507.4577 512.9169 m 513.5056 505.2813 l 520.6919
510.9734 l 514.644 518.6091 l h W n 311.89 468.357 227.7085 116.9592 re W
n /Perceptual ri /Gs1 gs q 7.185881 5.6921 -6.047855 7.634999 513.5058 505.2816
cm /Im2 Do Q Q q 506.32 499.5899 m 512.3679 491.9543 l 519.5542 497.6464 l
513.5063 505.282 l h W n 519.5535 497.6464 m 526.7398 503.3385 l 520.6919
510.9734 l 513.5056 505.2813 l h W n 513.5056 505.2813 m 519.5535 497.6464
l 526.7398 503.3385 l 520.6919 510.9734 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q 7.185881 5.6921 -6.047855 7.634999 519.5536 497.6466
cm /Im5 Do Q Q q 506.32 499.5899 m 512.3679 491.9543 l 519.5542 497.6464 l
513.5063 505.282 l h W n 525.6014 490.0114 m 532.7877 495.7035 l 526.7398
503.3385 l 519.5535 497.6464 l h W n 519.5535 497.6464 m 525.6014 490.0114
l 532.7877 495.7035 l 526.7398 503.3385 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q 7.185881 5.6921 -6.047855 7.634999 525.6015 490.0116
cm /Im2 Do Q Q q 480.4301 498.1504 m 489.7239 490.7019 l 495.3113 497.6721
l 486.0174 505.1212 l h W n 311.89 468.357 227.7085 116.9592 re W n /Perceptual
ri /Gs1 gs q 5.586879 6.970585 -9.294113 7.449173 489.7244 490.7013 cm /Im1
Do Q Q q 512.8264 507.6642 m 517.9348 500.0517 l 526.023 505.479 l 520.9139
513.0909 l h W n 515.8062 520.7034 m 520.9146 513.0915 l 529.0022 518.5188
l 523.8937 526.1307 l h W n 523.8937 526.1307 m 515.8062 520.7034 l 520.9146
513.0915 l 529.0022 518.5188 l h W n 311.89 468.357 227.7085 116.9592 re W
n /Perceptual ri /Gs1 gs q 5.108171 -7.612062 8.087816 5.42743 515.8062 520.7033
cm /Im2 Do Q Q q 512.8264 507.6642 m 517.9348 500.0517 l 526.023 505.479 l
520.9139 513.0909 l h W n 507.7186 515.2761 m 512.8264 507.6636 l 520.9146
513.0915 l 515.8062 520.7034 l h W n 515.8062 520.7034 m 507.7186 515.2761
l 512.8264 507.6636 l 520.9146 513.0915 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q 5.108171 -7.612062 8.087816 5.42743 507.7184 515.2759
cm /Im6 Do Q Q q 512.8264 507.6642 m 517.9348 500.0517 l 526.023 505.479 l
520.9139 513.0909 l h W n 499.6304 509.8482 m 504.7388 502.2363 l 512.8264
507.6636 l 507.7186 515.2761 l h W n 507.7186 515.2761 m 499.6304 509.8482
l 504.7388 502.2363 l 512.8264 507.6636 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q 5.108171 -7.612062 8.087816 5.42743 499.6306 509.8484
cm /Im2 Do Q Q q 512.8264 507.6642 m 517.9348 500.0517 l 526.023 505.479 l
520.9139 513.0909 l h W n 520.9146 513.0915 m 526.0224 505.479 l 534.1106
510.9069 l 529.0022 518.5188 l h W n 529.0022 518.5188 m 520.9146 513.0915
l 526.0224 505.479 l 534.1106 510.9069 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q 5.108171 -7.612063 8.087816 5.42743 520.9144 513.0912
cm /Im7 Do Q Q q 512.8264 507.6642 m 517.9348 500.0517 l 526.023 505.479 l
520.9139 513.0909 l h W n 311.89 468.357 227.7085 116.9592 re W n /Perceptual
ri /Gs1 gs q 5.108171 -7.612063 8.087816 5.42743 512.8265 507.6638 cm /Im3
Do Q Q q 517.9348 500.0517 m 512.8264 507.6642 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q 5.108171 -7.612063 8.087816 5.42743 504.7387 502.2364
cm /Im4 Do Q Q q 512.8264 507.6642 m 517.9348 500.0517 l 526.023 505.479 l
520.9139 513.0909 l h W n 526.0224 505.479 m 531.1308 497.8671 l 539.2183
503.2944 l 534.1106 510.9069 l h W n 534.1106 510.9069 m 526.0224 505.479
l 531.1308 497.8671 l 539.2183 503.2944 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q 5.108171 -7.612062 8.087816 5.42743 526.0225 505.4792
cm /Im2 Do Q Q q 517.9348 500.0517 m 526.023 505.479 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q 5.108171 -7.612062 8.087816 5.42743 517.9347 500.0517
cm /Im5 Do Q Q q 517.9348 500.0517 m W n 517.9348 500.0517 m 509.8466 494.6244
l 514.955 487.0125 l 523.0432 492.4398 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q 5.108171 -7.612062 8.087816 5.42743 509.8469 494.6243
cm /Im2 Do Q Q q 485.1781 505.4552 m 491.4948 499.1386 l 499.917 507.5608
l 493.6003 513.8781 l h W n 311.89 468.357 227.7085 116.9592 re W n /Perceptual
ri /Gs1 gs q 6.316734 -6.316734 8.422313 8.422313 485.1781 505.4554 cm /Im1
Do Q Q q 478.8654 517.1537 m 486.9108 508.3711 l 493.4982 514.4058 l 485.4522
523.1884 l h W n 311.89 468.357 227.7085 116.9592 re W n /Perceptual ri /Gs1
gs q -6.58698 -6.034399 8.045866 -8.78264 485.4522 523.1884 cm /Im1 Do Q Q
q 507.1231 517.331 m 512.0134 508.9074 l 519.9415 513.5105 l 515.0512 521.9334
l h W n 527.8697 518.113 m 519.9415 513.5105 l 524.8319 505.087 l 532.7593
509.6894 l h W n 532.7593 509.6894 m 527.8697 518.113 l 519.9415 513.5105
l 524.8319 505.087 l h W n 311.89 468.357 227.7085 116.9592 re W n /Perceptual
ri /Gs1 gs q -7.928014 -4.602552 4.89021 -8.423515 527.8694 518.1128 cm /Im2
Do Q Q q 507.1231 517.331 m 512.0134 508.9074 l 519.9415 513.5105 l 515.0512
521.9334 l h W n 522.9793 526.5365 m 515.0512 521.9334 l 519.9415 513.5105
l 527.8697 518.113 l h W n 527.8697 518.113 m 522.9793 526.5365 l 515.0512
521.9334 l 519.9415 513.5105 l h W n 311.89 468.357 227.7085 116.9592 re W
n /Perceptual ri /Gs1 gs q -7.928014 -4.602552 4.89021 -8.423515 522.9792 526.5363
cm /Im6 Do Q Q q 507.1231 517.331 m 512.0134 508.9074 l 519.9415 513.5105
l 515.0512 521.9334 l h W n 518.089 534.9601 m 510.1608 530.357 l 515.0512
521.9334 l 522.9793 526.5365 l h W n 522.9793 526.5365 m 518.089 534.9601
l 510.1608 530.357 l 515.0512 521.9334 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q -7.928014 -4.602552 4.89021 -8.423515 518.089 534.9598
cm /Im2 Do Q Q q 512.0134 508.9074 m 519.9415 513.5105 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q -7.928015 -4.602552 4.89021 -8.423515 519.9414 513.5102
cm /Im7 Do Q Q q 507.1231 517.331 m 512.0134 508.9074 l 519.9415 513.5105
l 515.0512 521.9334 l h W n 311.89 468.357 227.7085 116.9592 re W n /Perceptual
ri /Gs1 gs q -7.928015 -4.602552 4.89021 -8.423515 515.0512 521.9337 cm /Im3
Do Q Q q 507.1231 517.331 m 512.0134 508.9074 l 519.9415 513.5105 l 515.0512
521.9334 l h W n 510.1608 530.357 m 502.2327 525.7545 l 507.1231 517.331 l
515.0512 521.9334 l h W n 515.0512 521.9334 m 510.1608 530.357 l 502.2327
525.7545 l 507.1231 517.331 l h W n 311.89 468.357 227.7085 116.9592 re W
n /Perceptual ri /Gs1 gs q -7.928015 -4.602552 4.89021 -8.423515 510.161 530.3572
cm /Im4 Do Q Q q 512.0134 508.9074 m W n 516.9038 500.4839 m 512.0134 508.9074
l 504.0853 504.305 l 508.9756 495.8814 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q -7.928014 -4.602552 4.89021 -8.423515 512.0134 508.9077
cm /Im2 Do Q Q q 512.0134 508.9074 m 507.1231 517.331 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q -7.928014 -4.602552 4.89021 -8.423515 507.1232 517.3312
cm /Im5 Do Q Q q 507.1231 517.331 m 512.0134 508.9074 l 519.9415 513.5105
l 515.0512 521.9334 l h W n 502.2327 525.7545 m 494.3053 521.1521 l 499.195
512.7285 l 507.1231 517.331 l h W n 507.1231 517.331 m 502.2327 525.7545 l
494.3053 521.1521 l 499.195 512.7285 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q -7.928014 -4.602552 4.89021 -8.423515 502.233 525.7547
cm /Im2 Do Q Q q 311.89 468.357 227.7085 116.9592 re W n [ 2 ] 0 d /Gs2 gs
/Perceptual ri 0.35 1 0.35 0.1 K /Gs1 gs q 0.65881 0 0 0.65881 482.2957 519.2154
cm 0 0 m 0 -63.288 l S Q q 0.65881 0 0 0.65881 497.5349 519.2154 cm 0 0 m
0 -63.288 l S Q q 0.65881 0 0 0.65881 507.9123 519.2154 cm 0 0 m 0 -63.288
l S Q q 0.65881 0 0 0.65881 523.4594 519.2154 cm 0 0 m 0 -63.288 l S Q 0.35
1 0.35 0.1 k /Gs3 gs q 0.65881 0 0 0.65881 311.89 468.357 cm BT 10 0 0 10 245.6348 2.252
Tm /TT2 1 Tf (0'%'#'1"\)2"#$%&'\(\)3$4) Tj ET Q 0.7 w [] 0 d /Gs2 gs q 0.65881 0 0 0.65881 497.2111 481.7518
cm 0 0 m -6.445 0 l S Q /Gs3 gs 491.5731 481.7518 m 492.228 481.9949 493.0403
482.4093 493.5443 482.8487 c 493.147 481.7518 l 493.5443 480.6555 l 493.0403
481.0943 492.228 481.5094 491.5731 481.7518 c f 0 0 0 1 k q 0.65881 0 0 0.65881 311.89 468.357
cm BT 12 0 0 12 326.0293 18.3052 Tm /TT6 1 Tf (!) Tj ET Q q 0.65881 0 0 0.65881 311.89 468.357
cm BT 12 0 0 12 242.3533 68.3212 Tm /TT6 1 Tf ($) Tj ET Q 0.609 0.664 0.156
0 k 425.4621 558.3004 m 422.6563 556.268 l 422.6563 557.2819 l 418.0499 557.2819
l 418.0499 559.319 l 422.6563 559.319 l 422.6563 560.3329 l h f* 0.09 0.684
0.953 0.35 k 425.661 497.9689 m 422.7042 495.9365 l 422.7042 496.9504 l 417.8508
496.9504 l 417.8508 498.9874 l 422.7042 498.9874 l 422.7042 500.0014 l h f*
0.8 w 1 J 1 j [ 3 ] 0 d /Gs2 gs 0 0 0 0.8 K q 0.65881 0 0 0.65881 332.6782 494.2931
cm 0 0 m -11.943 0 l -15.153 0 -17.779 2.626 -17.779 5.836 c -17.779 96.503
l -17.779 99.713 -15.153 102.339 -11.943 102.339 c 0 102.339 l 3.21 102.339
5.836 99.713 5.836 96.503 c 5.836 5.836 l 5.836 2.626 3.21 0 0 0 c h S Q 0
0 0 1 k /Gs3 gs q 0.65881 0 0 0.65881 311.89 468.357 cm BT -0.039 Tc 0 10 -10 0 7.1641 40.2095
Tm /TT2 1 Tf (5%46&\)7'&8\)9'#'&",\):$-'$&'+%) Tj ET Q 0.46 1 0.458 0.009
k q 0.65881 0 0 0.65881 311.89 468.357 cm BT -0.039 Tc 0 10 -10 0 342.3941 15.8595
Tm /TT2 1 Tf (;':"-2'<=\):$-'$&'+%) Tj ET Q 0.7 w 0 J 0 j [] 0 d /Gs2 gs 0.35
1 0.35 0.1 K q 0.65881 0 0 0.65881 500.576 511.6996 cm 0 0 m 0 -32.463 l S
Q /Gs3 gs 0.35 1 0.35 0.1 k 500.576 513.0913 m 500.3329 512.4364 499.9185
511.6241 499.479 511.1201 c 500.576 511.5174 l 501.6722 511.1201 l 501.2334
511.6241 500.8184 512.4364 500.576 513.0913 c f 500.576 488.9208 m 500.3329
489.5757 499.9185 490.388 499.479 490.892 c 500.576 490.4947 l 501.6722 490.892
l 501.2334 490.388 500.8184 489.5757 500.576 488.9208 c f /Gs2 gs q 0.65881 0 0 0.65881 482.099 481.7518
cm 0 0 m 7.177 0 l S Q /Gs3 gs 488.2186 481.7518 m 487.5637 481.5087 486.7514
481.0943 486.2474 480.6549 c 486.6447 481.7518 l 486.2474 482.8481 l 486.7514
482.4093 487.5637 481.9942 488.2186 481.7518 c f /Gs2 gs q 0.65881 0 0 0.65881 523.1132 481.4658
cm 0 0 m -7.086 0 l S Q /Gs3 gs 517.0533 481.4658 m 517.7081 481.7089 518.5204
482.1233 519.0244 482.5627 c 518.6271 481.4658 l 519.0244 480.3695 l 518.5204
480.8083 517.7081 481.2234 517.0533 481.4658 c f /Gs2 gs q 0.65881 0 0 0.65881 508.0011 481.4658
cm 0 0 m 7.177 0 l S Q /Gs3 gs 514.1207 481.4658 m 513.4658 481.2227 512.6535
480.8083 512.1495 480.3689 c 512.5461 481.4658 l 512.1495 482.5621 l 512.6535
482.1233 513.4658 481.7082 514.1207 481.4658 c f /Gs2 gs q 0.65881 0 0 0.65881 526.6814 511.4554
cm 0 0 m 0 -32.463 l S Q /Gs3 gs 526.6814 512.847 m 526.4383 512.1922 526.0239
511.3799 525.5844 510.8759 c 526.6814 511.2731 l 527.7776 510.8759 l 527.3389
511.3799 526.9238 512.1922 526.6814 512.847 c f 526.6814 488.6767 m 526.4383
489.3315 526.0239 490.1438 525.5844 490.6478 c 526.6814 490.2506 l 527.7776
490.6478 l 527.3389 490.1438 526.9238 489.3315 526.6814 488.6767 c f 0.09
0.684 0.953 0.35 k 345.9673 496.5993 m 342.4393 497.2529 l 343.1561 497.9697
l 339.7244 501.4014 l 341.1652 502.8422 l 344.597 499.4105 l 345.3137 500.1273
l h f* 0.609 0.664 0.156 0 k 345.8581 558.2922 m 345.3113 554.871 l 344.5945
555.5878 l 341.3374 552.3306 l 339.8965 553.7715 l 343.1537 557.0286 l 342.4369
557.7454 l h f* Q q 321.9961 506.1622 m 328.0447 498.5272 l 335.2303 504.2193
l 329.1824 511.8543 l h W n 314.8105 500.47 m 321.9961 506.1622 l 315.9489
513.7971 l 308.7626 508.105 l h W n 308.7626 508.105 m 314.8105 500.47 l 321.9961
506.1622 l 315.9489 513.7971 l h W n 311.89 468.357 227.7085 116.9592 re W
n /Perceptual ri /Gs1 gs q 7.185881 5.6921 -6.047855 7.634999 314.8106 500.47
cm /Im2 Do Q Q q 328.0447 498.5272 m 321.9961 506.1622 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q 7.185881 5.6921 -6.047855 7.634999 320.8584 492.835
cm /Im6 Do Q Q q 328.0447 498.5272 m W n 320.8584 492.8351 m 326.9063 485.2001
l 334.0919 490.8923 l 328.044 498.5272 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q 7.185881 5.6921 -6.047855 7.634999 326.9063 485.2
cm /Im2 Do Q Q q 321.9961 506.1622 m 328.0447 498.5272 l 335.2303 504.2193
l 329.1824 511.8543 l h W n 321.9961 506.1622 m 329.1824 511.8543 l 323.1346
519.4892 l 315.9489 513.7971 l h W n 315.9489 513.7971 m 321.9961 506.1622
l 329.1824 511.8543 l 323.1346 519.4892 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q 7.185882 5.6921 -6.047855 7.634999 321.9965 506.1621
cm /Im7 Do Q Q q 321.9961 506.1622 m 328.0447 498.5272 l 335.2303 504.2193
l 329.1824 511.8543 l h W n 311.89 468.357 227.7085 116.9592 re W n /Perceptual
ri /Gs1 gs q 7.185882 5.6921 -6.047855 7.634999 328.0443 498.5271 cm /Im3
Do Q Q q 328.0447 498.5272 m 335.2303 504.2193 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q 7.185882 5.6921 -6.047855 7.634999 334.0922 490.8921
cm /Im4 Do Q Q q 321.9961 506.1622 m 328.0447 498.5272 l 335.2303 504.2193
l 329.1824 511.8543 l h W n 329.1824 511.8543 m 336.3681 517.5464 l 330.3202
525.1813 l 323.1346 519.4892 l h W n 323.1346 519.4892 m 329.1824 511.8543
l 336.3681 517.5464 l 330.3202 525.1813 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q 7.185881 5.6921 -6.047855 7.634999 329.1824 511.8542
cm /Im2 Do Q Q q 321.9961 506.1622 m 328.0447 498.5272 l 335.2303 504.2193
l 329.1824 511.8543 l h W n 335.2303 504.2193 m 342.416 509.9114 l 336.3681
517.5464 l 329.1824 511.8543 l h W n 329.1824 511.8543 m 335.2303 504.2193
l 342.416 509.9114 l 336.3681 517.5464 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q 7.185881 5.6921 -6.047855 7.634999 335.2302 504.2192
cm /Im5 Do Q Q q 321.9961 506.1622 m 328.0447 498.5272 l 335.2303 504.2193
l 329.1824 511.8543 l h W n 341.2782 496.5844 m 348.4638 502.2765 l 342.416
509.9114 l 335.2303 504.2193 l h W n 335.2303 504.2193 m 341.2782 496.5844
l 348.4638 502.2765 l 342.416 509.9114 l h W n 311.89 468.357 227.7085 116.9592
re W n /Perceptual ri /Gs1 gs q 7.185881 5.6921 -6.047855 7.634999 341.2781 496.5842
cm /Im2 Do Q Q q 311.89 468.357 227.7085 116.9592 re W n 0.8 w [ 3 ] 0 d /Gs2
gs /Perceptual ri 0.565 0.894 0 0 K /Gs1 gs q 0.65881 0 0 0.65881 408.5943 531.1358
cm 0 0 m -81.485 0 l -86.299 0 -90.201 3.902 -90.201 8.716 c -90.201 69.182
l -90.201 73.996 -86.299 77.899 -81.485 77.899 c 0 77.899 l 4.814 77.899 8.716
73.996 8.716 69.182 c 8.716 8.716 l 8.716 3.902 4.814 0 0 0 c h S Q 0.29 0.384
0.992 0.46 K q 0.65881 0 0 0.65881 408.5943 471.1077 cm 0 0 m -81.485 0 l
-86.299 0 -90.201 3.902 -90.201 8.716 c -90.201 69.182 l -90.201 73.996 -86.299
77.899 -81.485 77.899 c 0 77.899 l 4.814 77.899 8.716 73.996 8.716 69.182
c 8.716 8.716 l 8.716 3.902 4.814 0 0 0 c h S Q 0.878 0.475 1 0.122 K q 0.65881 0 0 0.65881 524.1178 533.5435
cm 0 0 m -58.91 0 l -63.724 0 -67.626 3.902 -67.626 8.716 c -67.626 65.79
l -67.626 70.604 -63.724 74.507 -58.91 74.507 c 0 74.507 l 4.814 74.507 8.716
70.604 8.716 65.79 c 8.716 8.716 l 8.716 3.902 4.814 0 0 0 c h S Q Q q 0 0 612 792
re W n BT 8.831904 0 0 8.9664 308.862 452.991 Tm /Ty2 1 Tf [ (Figure) -254
(1.) ] TJ ET BT 7.850549 0 0 7.9701 343.571 452.991 Tm /Ty2 1 Tf [ (An) -254
(illustration) -254 (of) -254 (DDG) -254 (based) -254 (on) -254 (dis) 1 (entanglement)
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Tm /Ty2 1 Tf [ (\(semantics\)) -245 (and) -245 (rotated) -245 (angles) -244
(\(v) 24 (ariation) -245 (across) -245 (domains\).) -303 (DDG) -245 (seeks)
-245 (to) ] TJ ET BT 8.017921 0 0 7.9701 308.862 434.062 Tm /Ty2 1 Tf [ (minimize)
-250 (the) -249 (semantic) -250 (dif) 25 (ference) -250 (of) -250 (the) -249
(generated) -250 (samples) -250 (from) -249 (the) -250 (same) ] TJ ET BT 7.9701 0 0 7.9701 308.862 424.598
Tm /Ty2 1 Tf [ (class) -250 (while) -250 (di) 25 (v) 15 (ersifying) -250 (the)
-250 (v) 25 (ariation) -250 (across) -250 (source) -250 (domains.) ] TJ ET
BT 10.02238 0 0 9.9626 308.862 393.925 Tm /Ty2 1 Tf [ (been) -248 (made) -248
(from) -247 (a) -248 (di) 25 (v) 15 (erse) -248 (set) -248 (of) -248 (directions,)
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Tm /Ty2 1 Tf (5) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 362.273 381.97
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 367.525 381.97
Tm /Ty2 1 Tf (6) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 372.507 381.97
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 377.759 381.97
Tm /Ty2 1 Tf (23) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 387.722 381.97
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 392.974 381.97
Tm /Ty2 1 Tf (84) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 402.937 381.97
Tm /Ty2 1 Tf [ (],) -272 (self-supervised) -267 (learning) -267 ([) ] TJ ET
/Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 515.255 381.97 Tm /Ty2 1 Tf
(12) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 525.218 381.97 Tm /Ty2 1 Tf
(,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 530.47 381.97 Tm /Ty2
1 Tf (29) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 540.433 381.97 Tm /Ty2
1 Tf (],) Tj ET BT 9.763348 0 0 9.9626 308.862 370.015 Tm /Ty2 1 Tf [ (causal)
-212 (inference) -212 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 376.968 370.015
Tm /Ty2 1 Tf (56) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 386.931 370.015
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 391.441 370.015
Tm /Ty2 1 Tf (61) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 401.403 370.015
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 405.913 370.015
Tm /Ty2 1 Tf (67) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 415.876 370.015
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 420.385 370.015
Tm /Ty2 1 Tf (81) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 430.348 370.015
Tm /Ty2 1 Tf [ (],) -221 (in) 41 (v) 26 (ariant) -212 (risk) -212 (re) 15
(gularization) ] TJ ET BT 9.763348 0 0 9.9626 308.862 358.06 Tm /Ty2 1 Tf
([) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 312.113 358.06 Tm
/Ty2 1 Tf (3) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 317.094 358.06 Tm
/Ty2 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 321.56 358.06
Tm /Ty2 1 Tf (42) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 331.522 358.06
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 335.988 358.06
Tm /Ty2 1 Tf (51) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 345.95 358.06
Tm /Ty2 1 Tf [ (],) -217 (angular) -207 (alignment) -208 (re) 16 (gularization)
-208 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 485.493 358.06
Tm /Ty2 1 Tf (18) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 495.456 358.06
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 499.921 358.06
Tm /Ty2 1 Tf (48) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 509.883 358.06
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 514.349 358.06
Tm /Ty2 1 Tf (49) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 524.311 358.06
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-248 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 443.997 346.104
Tm /Ty2 1 Tf (7) Tj ET /Cs2 cs 0 sc BT 9.982525 0 0 9.9626 448.978 346.104
Tm /Ty2 1 Tf [ (]) -248 (and) -248 (data) -247 (augmentation) ] TJ ET BT 9.763348 0 0 9.9626 308.862 334.149
Tm /Ty2 1 Tf ([) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 312.113 334.149
Tm /Ty2 1 Tf (4) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 317.094 334.149
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 321.868 334.149
Tm /Ty2 1 Tf (77) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 331.831 334.149
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 336.604 334.149
Tm /Ty2 1 Tf (82) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 346.567 334.149
Tm /Ty2 1 Tf [ (].) -311 (Ho) 26 (we) 25 (v) 15 (er) 41 (,) -242 (ha) 20 (ving)
-239 (no) -238 (access) -239 (to) -239 (tar) 18 (get) -239 (domain) -239 (data)
] TJ ET BT 10.13196 0 0 9.9626 308.862 322.194 Tm /Ty2 1 Tf [ (poses) -246
(great) -246 (challenges.) -305 (T) 79 (w) 9 (o) -246 (main) -245 (lines)
-246 (of) -246 (research) -246 (seek) -246 (to) ] TJ ET BT 9.862974 0 0 9.9626 308.862 310.239
Tm /Ty2 1 Tf [ (address) -253 (this.) -317 (First,) -253 (training) -254 (domain)
-253 (labels) -254 (are) -253 (assumed) -254 (to) -253 (be) ] TJ ET BT 10.16185 0 0 9.9626 308.862 298.284
Tm /Ty2 1 Tf [ (a) 20 (v) 24 (ailable) -287 (in) -288 ([) ] TJ ET /Cs1 cs
0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 362.233 298.284 Tm /Ty2 1 Tf (3) Tj
ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 367.214 298.284 Tm /Ty2 1 Tf (,) Tj
ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 372.678 298.284 Tm /Ty2 1
Tf (23) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 382.64 298.284 Tm /Ty2 1
Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 388.104 298.284
Tm /Ty2 1 Tf (47) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 398.067 298.284
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 403.53 298.284
Tm /Ty2 1 Tf (60) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 413.493 298.284
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 418.956 298.284
Tm /Ty2 1 Tf (66) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 428.919 298.284
Tm /Ty2 1 Tf [ (]) -288 (such) -287 (that) -288 (the) -287 (di) 24 (v) 15
(er) 17 (gence) -287 (to) ] TJ ET BT 9.763348 0 0 9.9626 308.862 286.329 Tm
/Ty2 1 Tf [ (dif) 26 (f) -1 (erent) -226 (domains) -226 (can) -226 (be) -226
(minimized.) -306 (Ho) 25 (we) 26 (v) 15 (er) 41 (,) -232 (these) -226 (domain)
] TJ ET BT 10.16185 0 0 9.9626 308.862 274.373 Tm /Ty2 1 Tf [ (labels) -351
(are) -351 (often) -351 (impractical) -351 (or) -351 (prohibiti) 25 (v) 14
(ely) -351 (e) 15 (xpensi) 25 (v) 14 (e) -351 (to) ] TJ ET BT 10.03234 0 0 9.9626 308.862 262.418
Tm /Ty2 1 Tf [ (obtain) -247 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 339.766 262.418
Tm /Ty2 1 Tf (28) Tj ET /Cs2 cs 0 sc BT 10.03234 0 0 9.9626 349.729 262.418
Tm /Ty2 1 Tf [ (].) -308 (Moreo) 15 (v) 15 (er) 40 (,) -248 (it) -247 (is)
-248 (non-tri) 25 (vial) -247 (to) -248 (minimize) -247 (domain) ] TJ ET BT
9.833086 0 0 9.9626 308.862 250.463 Tm /Ty2 1 Tf [ (di) 25 (v) 16 (er) 18
(gence) -253 (with) -254 (domain) -253 (adv) 15 (ersarial) -253 (training)
-253 (which) -253 (is) -253 (notori-) ] TJ ET BT 10.01241 0 0 9.9626 308.862 238.508
Tm /Ty2 1 Tf [ (ously) -249 (hard) -249 (to) -249 (con) 40 (v) 15 (er) 18
(ge) -249 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 405.412 238.508
Tm /Ty2 1 Tf (63) Tj ET /Cs2 cs 0 sc BT 10.01241 0 0 9.9626 415.375 238.508
Tm /Ty2 1 Tf [ (].) -309 (The) -249 (second) -249 (line) -249 (of) -249 (w)
10 (orks) -249 (tries) ] TJ ET BT 9.763348 0 0 9.9626 308.862 226.553 Tm /Ty2
1 Tf [ (to) -243 (model) -243 (the) -242 (cross-domain) -243 (distrib) 20
(ution) -242 (shifts) -243 (and) -243 (capture) -243 (the) ] TJ ET BT 9.763348 0 0 9.9626 308.862 214.598
Tm /Ty2 1 Tf [ (semantic) -229 (in) 40 (v) 26 (ariance) -230 ([) ] TJ ET /Cs1
cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 391.319 214.598 Tm /Ty2 1 Tf (37)
Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 401.282 214.598 Tm /Ty2 1 Tf (,)
Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 405.964 214.598 Tm /Ty2
1 Tf (62) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 415.926 214.598 Tm /Ty2
1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 420.608 214.598
Tm /Ty2 1 Tf (78) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 430.571 214.598
Tm /Ty2 1 Tf [ (].) -308 (Ho) 26 (we) 25 (v) 16 (er) 40 (,) -234 (it) -230
(has) -229 (been) -230 (found) ] TJ ET BT 10.14193 0 0 9.9626 308.862 202.642
Tm /Ty2 1 Tf [ (in) -245 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 322.616 202.642
Tm /Ty2 1 Tf (27) Tj ET /Cs2 cs 0 sc BT 10.14193 0 0 9.9626 332.579 202.642
Tm /Ty2 1 Tf [ (]) -245 (that) -245 (this) -245 (goal) -246 (can) -245 (be)
-245 (v) 15 (ery) -245 (dif) 24 1 (cult) -246 (to) -245 (achie) 25 (v)
15 (e.) -305 (What) ] TJ ET BT 10.16185 0 0 9.9626 308.862 190.687 Tm /Ty2
1 Tf [ (mak) 10 (es) -280 (the) -281 (problem) -280 (e) 25 (v) 14 (en) -280
(more) -280 (challenging) -280 (is) -280 (the) -280 (inconsis-) ] TJ ET BT
10.16185 0 0 9.9626 308.862 178.732 Tm /Ty2 1 Tf [ (tenc) 15 (y) -279 (of)
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64 (,) -288 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 503.773 178.732
Tm /Ty2 1 Tf (27) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 513.736 178.732
Tm /Ty2 1 Tf [ (]) -279 (sho) 24 (ws) ] TJ ET BT 10.16185 0 0 9.9626 308.862 166.777
Tm /Ty2 1 Tf [ (that) -351 (e) 25 (v) 14 (en) -351 (the) -351 (standard) -351
(empirical) -351 (risk) -351 (minimization) -351 (could) ] TJ ET BT 10.16185 0 0 9.9626 308.862 154.822
Tm /Ty2 1 Tf [ (outperform) -295 (man) 15 (y) -295 (recently) -294 (proposed)
-295 (models) -295 (under) -295 (certain) ] TJ ET BT 9.932712 0 0 9.9626 308.862 142.867
Tm /Ty2 1 Tf [ (conditions.) -311 (Moti) 26 (v) 25 (ated) -250 (by) -250 (these)
-250 (challenges,) -250 (we) -250 (aim) -250 (to) -250 (disen-) ] TJ ET BT
9.763348 0 0 9.9626 308.862 130.911 Tm /Ty2 1 Tf [ (tangle) -240 (v) 25 (ariations)
-240 (and) -240 (semantics) -240 (in) -240 (a) -241 (principled) -240 (w)
10 (ay) 67 (,) -243 (and) -241 (then) ] TJ ET BT 10.16185 0 0 9.9626 308.613 118.956
Tm /Ty2 1 Tf [ (v) 15 (erify) -330 (the) -329 (ef) 24 (f) 1 (ecti) 24 (v)
15 (eness) -329 (of) -330 (our) -329 (method) -329 (under) -330 (a) -329 (consistent)
] TJ ET BT 9.9626 0 0 9.9626 308.862 107.001 Tm /Ty2 1 Tf [ (e) 25 (v) 25
(aluation) -250 (protocol) -250 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 391.3723 107.001
Tm /Ty2 1 Tf (27) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 401.3349 107.001
Tm /Ty2 1 Tf (].) Tj ET BT 10.0423 0 0 9.9626 320.817 92.955 Tm /Ty2 1 Tf
[ (A) -249 (k) 10 (e) 15 (y) -248 (desideratum) -249 (for) -248 (DG) -249
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(of) ] TJ ET BT 9.992488 0 0 9.9626 308.862 81 Tm /Ty2 1 Tf [ (learned) -251
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-315 (di) 25 (v) 15 (ersify) -315 (the) -315 (inter) 20 (-class) ] TJ ET BT
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18 (get) -247 (is) -247 (to) -247 (predict) ] TJ ET BT 10.05226 0 0 9.9626 50.112 662.217
Tm /Ty2 1 Tf [ (semantic) -248 (labels.) -309 (T) 79 (o) -248 (this) -249
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TJ ET BT 9.92275 0 0 9.9626 50.112 650.262 Tm /Ty2 1 Tf [ (shifts) -251 (and)
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Tm /Ty2 1 Tf [ (and) -312 (both) -312 (intra-) -312 (and) -313 (int) 1 (er)
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Tm /Ty2 1 Tf (1) Tj ET /Cs2 cs 0 sc BT 9.833086 0 0 9.9626 242.8163 590.486
Tm /Ty2 1 Tf [ (.) -315 (When) -253 (the) ] TJ ET BT 10.09211 0 0 9.9626 50.112 578.531
Tm /Ty2 1 Tf [ (semantic) -247 (\(i.e.) -308 (the) -248 (labels) -247 (of)
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(\(i.e.) ] TJ ET BT 10.16185 0 0 9.9626 50.112 566.575 Tm /Ty2 1 Tf [ (rotating)
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Tm /Ty10 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 135.387 566.575 Tm /Ty11 1 Tf
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Tm /Ty10 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 149.376 566.575 Tm /Ty11 1 Tf
(,) Tj ET BT 9.9626 0 0 9.9626 153.804 566.575 Tm /Ty8 1 Tf (60) Tj ET BT
6.9738 0 0 6.9738 163.767 570.191 Tm /Ty10 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 168.347 566.575
Tm /Ty11 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 172.775 566.575 Tm /Ty8 1 Tf
(120) Tj ET BT 6.9738 0 0 6.9738 187.719 570.191 Tm /Ty10 1 Tf (!) Tj ET BT
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-266 (disentangled,) ] TJ ET BT 10.16185 0 0 9.9626 49.753 554.62 Tm /Ty2
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Tm /Ty2 1 Tf [ (constrained) -247 (to) -247 (be) -247 (in) 40 (v) 24 (ariant)
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(order) ] TJ ET BT 10.16185 0 0 9.9626 50.112 530.71 Tm /Ty2 1 Tf [ (to) -374
(achie) 25 (v) 15 (e) -374 (such) -374 (a) -374 (non-tri) 25 (vial) -374 (goal,)
-406 (we) -373 -374 (deri) 24 (v) 15 (e) -374 (a) -373 (con-) ] TJ
ET BT 9.773311 0 0 9.9626 50.112 518.755 Tm /Ty2 1 Tf [ (strained) -255 (optimization)
-256 (proble) 1 (m) -256 (and) -255 (then) -255 (propose) -256 (a) -255 (principled)
] TJ ET BT 10.16185 0 0 9.9626 50.112 506.799 Tm /Ty2 1 Tf [ (algorithm) -341
(based) -342 (on) -341 (primal-dual) -341 (iterations) -342 (to) -341 (solv)
15 (e) -341 (it.) -593 (T) 78 (o) ] TJ ET BT 9.853011 0 0 9.9626 50.112 494.844
Tm /Ty2 1 Tf [ (understand) -251 (ho) 25 (w) -251 (well) -251 (the) -251 (transformed)
-251 (s) 1 (olution) -251 (approximates) ] TJ ET BT 9.853011 0 0 9.9626 50.112 482.889
Tm /Ty2 1 Tf [ (the) -253 (solution) -253 (to) -253 (the) -253 (original)
-253 (problem,) -253 (we) -253 (pro) 15 (vide) -253 (comprehen-) ] TJ ET BT
9.92275 0 0 9.9626 50.112 470.934 Tm /Ty2 1 Tf [ (si) 25 (v) 15 (e) -250 (theoretical)
-250 (guarantees) -250 (for) -250 (the) -250 (parameterization) -250 (g) 5
(ap) -250 (and) ] TJ ET BT 9.92275 0 0 9.9626 50.112 458.979 Tm /Ty2 1 Tf
[ (empirical) -250 (g) 5 (ap.) -312 (W) 81 (e) -251 (also) -250 (v) 15 (erify)
-251 (the) -250 (empirical) -251 (ef) 26 (f) -1 (ecti) 26 (v) 15 (eness) -251
(of) ] TJ ET BT 9.793236 0 0 9.9626 50.112 447.024 Tm /Ty2 1 Tf [ (DDG) -255
(by) -255 (sho) 25 (wing) -255 (that) -255 (it) -255 (can) -256 (consiste)
1 (ntly) -256 (outperform) -255 (current) ] TJ ET BT 9.9626 0 0 9.9626 50.112 435.068
Tm /Ty2 1 Tf [ (popular) -250 (DG) -250 (methods) -250 (by) -250 (a) -250
(considerable) -250 (mar) 18 (gin.) ] TJ ET BT 10.16185 0 0 9.9626 62.067 417.149
Tm /Ty2 1 Tf [ (As) -291 (a) -290 (useful) -291 (side) -291 (product,) -302
(DDG) -291 (simultaneously) -290 (obtains) ] TJ ET BT 10.00245 0 0 9.9626 50.112 405.194
Tm /Ty2 1 Tf [ (an) -248 (automated,) -249 (domain-agnos) 1 (tic) -249 (data)
-248 (augmentation) -248 (netw) 10 (ork) ] TJ ET BT 9.773311 0 0 9.9626 50.112 393.239
Tm /Ty2 1 Tf [ (based) -255 (on) -256 (learned) -255 (disentangled) -256 (representations.)
-318 (This) -255 (requires) ] TJ ET BT 10.06223 0 0 9.9626 50.112 381.283
Tm /Ty2 1 Tf [ (no) -247 (usage) -247 (of) -247 (domain-specic) -246 (kno)
24 (wledge) -247 (or) -246 (gradient) -247 (estima-) ] TJ ET BT 10.16185 0 0 9.9626 50.112 369.328
Tm /Ty2 1 Tf [ (tion) -313 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 72.484 369.328
Tm /Ty2 1 Tf (4) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 77.465 369.328
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 83.182 369.328
Tm /Ty2 1 Tf (77) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 93.145 369.328
Tm /Ty2 1 Tf [ (].) -506 (The) -313 (intuition) -313 (wh) 5 (y) -312 (such)
-313 (a) -312 (data) -313 (augmentation) ] TJ ET BT 10.09211 0 0 9.9626 50.112 357.373
Tm /Ty2 1 Tf [ (netw) 10 (ork) -246 (is) -245 (useful) -246 (comes) -246 (from)
-245 (the) -246 (f) 10 (act) -246 (that) -246 (the) -245 (learned) -246 (v)
25 (ari-) ] TJ ET BT 10.16185 0 0 9.9626 50.112 345.418 Tm /Ty2 1 Tf [ (ation)
-316 (encoder) -317 (can) -316 (well) -316 (approximate) -317 (some) -316
(of) -316 (the) -317 (intrinsic) ] TJ ET BT 10.15189 0 0 9.9626 50.112 333.463
Tm /Ty2 1 Tf [ (intra-) -244 (and) -243 (inter) 19 (-domain) -244 (v) 25 (ariations.)
-304 (It) -243 (also) -244 (serv) 15 (es) -244 (as) ] TJ ET BT 10.15189 0 0 9.9626 257.971 333.463
Tm /Ty3 1 Tf [ (featur) 36 (e) ] TJ ET BT 9.763348 0 0 9.9626 50.112 321.508
Tm /Ty3 1 Tf [ (r) 38 (emo) 10 (val) ] TJ ET BT 9.763348 0 0 9.9626 83.799 321.508
Tm /Ty2 1 Tf [ (since) -220 (more) -221 (tra) 1 (ining) -221 (e) 16 (xamples)
-221 (augmented) -220 (by) -220 (specic) ] TJ ET BT 10.16185 0 0 9.9626 49.863 309.552
Tm /Ty2 1 Tf [ (v) 25 (ariation) -263 (f) 10 (actors) -263 (lead) -262 (to)
-263 (more) -262 (in) 39 (v) 24 (ariant) -262 (representations) -263 (for)
] TJ ET BT 9.783273 0 0 9.9626 50.112 297.597 Tm /Ty2 1 Tf [ (those) -255
(v) 25 (ari) 1 (ations.) -317 (Moreo) 15 (v) 15 (er) 41 (,) -255 (the) -255
(increased) -255 (di) 25 (v) 16 (ersity) -255 (of) -255 (source) ] TJ ET BT
9.813161 0 0 9.9626 50.112 285.642 Tm /Ty2 1 Tf [ (domain) -254 (data) -253
(impro) 15 (v) 15 (es) -253 (the) -254 (lik) 10 (e) 1 (lihood) -254 (that)
-254 (an) -253 (unseen) -254 (distrib) 21 (u-) ] TJ ET BT 10.16185 0 0 9.9626 50.112 273.687
Tm /Ty2 1 Tf [ (tion) -249 (lies) -249 (within) -248 (the) -249 (con) 39 (v)
15 (e) 14 (x) -248 (hull) -249 (of) -249 (source) -249 (domains) -249 ([)
] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 258.458 273.687 Tm /Ty2
1 Tf (2) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 263.439 273.687 Tm /Ty2
1 Tf [ (].) -315 (F) 15 (or) ] TJ ET BT 9.763348 0 0 9.9626 50.112 261.732
Tm /Ty2 1 Tf [ (e) 15 (xample,) -243 (in) -241 (Fig.) ] TJ ET /Cs1 cs 0.7
0.1 0.1 sc BT 9.763348 0 0 9.9626 115.6143 261.732 Tm /Ty2 1 Tf (1) Tj ET
/Cs2 cs 0 sc BT 9.763348 0 0 9.9626 120.496 261.732 Tm /Ty2 1 Tf [ (,) -244
(the) -240 (original) -241 (dataset) -240 (can) -241 (be) -240 (augmented)
-241 (via) ] TJ ET BT 9.992488 0 0 9.9626 50.112 249.777 Tm /Ty2 1 Tf [ (a)
-249 (learned) -249 (manipulator) -248 (by) -249 (composing) -249 (a) -249
(di) 25 (v) 15 (erse) -249 (combination) ] TJ ET BT 10.16185 0 0 9.9626 50.112 237.821
Tm /Ty2 1 Tf [ (of) -262 (semantic) -262 (and) -262 (v) 25 (ariation) -262
(f) 10 (actors.) -355 (Such) -262 (a) -262 (disentanglement) ] TJ ET BT 10.14193 0 0 9.9626 50.112 225.866
Tm /Ty2 1 Tf [ (can) -246 (be) -246 (a) -246 (good) -246 (predictor) -246
(for) -246 (OOD) -246 (generalization) -246 (according) ] TJ ET BT 9.9626 0 0 9.9626 50.112 213.911
Tm /Ty2 1 Tf [ (to) -250 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 63.6711 213.911
Tm /Ty2 1 Tf (21) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 73.6337 213.911
Tm /Ty2 1 Tf [ (].) -310 (W) 80 (e) -250 (highlight) -250 (the) -250 (follo)
25 (wing) -250 (adv) 25 (antages) -250 (of) -250 (DDG:) ] TJ ET BT 9.9626 0 0 9.9626 50.112 194.574
Tm /Ty2 1 Tf Tj ET BT 9.763348 0 0 9.9626 58.58 194.574 Tm /Ty2 1 Tf [
(DDG) -241 (adopts) -241 (a) -241 (principled) -241 (constrained) -240 (learning)
-241 (formulation) ] TJ ET BT 10.16185 0 0 9.9626 58.58 182.619 Tm /Ty2 1
Tf [ (based) -298 (on) -297 (disentanglement,) -311 (yielding) -298 (rigorous)
-297 (theoretical) ] TJ ET BT 9.9626 0 0 9.9626 58.58 170.664 Tm /Ty2 1 Tf
[ (guarantees) -250 (on) -250 (the) -250 (empirical) -250 (duality) -250 (g)
5 (ap.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 155.72 Tm /Ty2 1 Tf Tj ET
BT 10.01241 0 0 9.9626 58.58 155.72 Tm /Ty2 1 Tf [ (Our) -247 (algorithm)
-247 (is) -247 (conceptually) -248 (simple) -247 (yet) -247 (ef) 25 (fecti)
25 (v) 15 (e.) -308 (DDG) ] TJ ET BT 9.982525 0 0 9.9626 58.58 143.765 Tm
/Ty2 1 Tf [ (promotes) -250 (semantic) -249 (in) 40 (v) 25 (ariance) -250
(via) -250 (a) -249 (constrained) -250 (optimiza-) ] TJ ET BT 10.16185 0 0 9.9626 58.58 131.81
Tm /Ty2 1 Tf [ (tion) -253 (setup.) -327 (This) -252 (is) -253 (done) -253
(without) -253 (the) -253 (usage) -252 (of) -253 (adv) 15 (ersarial) ] TJ
ET BT 10.16185 0 0 9.9626 58.58 119.854 Tm /Ty2 1 Tf [ (training) -301 (and)
-301 (domain) -302 (labels.) -472 (Moreo) 15 (v) 15 (er) 39 (,) -315 (there)
-302 (is) -301 (no) -301 (addi-) ] TJ ET BT 9.9626 0 0 9.9626 58.58 107.899
Tm /Ty2 1 Tf [ (tional) -250 (computational) -250 (o) 15 (v) 15 (erhead) -250
(for) -250 (modeling) -250 (v) 25 (ariations.) ] TJ ET BT 9.9626 0 0 9.9626 50.112 92.955
Tm /Ty2 1 Tf Tj ET BT 9.982525 0 0 9.9626 58.58 92.955 Tm /Ty2 1 Tf [
(Our) -249 (frame) 25 (w) 10 (ork) -248 (can) -249 (be) -249 (vie) 25 (wed)
-248 (as) -249 (a) -249 (cont) 1 (rollable) -249 (and) -249 (inter) 20 (-)
] TJ ET BT 10.11204 0 0 9.9626 58.58 81 Tm /Ty2 1 Tf [ (pretable) -246 (data)
-246 (generation) -247 (paradigm) -246 (for) -246 (DG.) -246 (Data) -246 (manipu-)
] TJ ET BT 9.912787 0 0 9.9626 317.33 710.037 Tm /Ty2 1 Tf [ (lation) -251
(under) -252 (domain) -251 (transformation) -251 (can) -252 (be) -251 (challenging)
-252 (in) ] TJ ET BT 10.16185 0 0 9.9626 317.33 698.082 Tm /Ty2 1 Tf [ (settings)
-256 (where) -257 (domain-specic) -256 (signals) -256 (lik) 9 (e) -256 (image)
-256 (styles) ] TJ ET BT 10.16185 0 0 9.9626 317.081 686.127 Tm /Ty2 1 Tf
[ (v) 24 (a) 1 (ry) -338 (greatly) -337 (across) -337 (domains,) -360 (constituting)
-337 (more) -338 (compli-) ] TJ ET BT 10.06223 0 0 9.9626 317.33 674.172 Tm
/Ty2 1 Tf [ (cated) -248 (supercial) -248 (v) 25 (ariation) -248 (f) 10 (actors.)
-309 (Y) 99 (et) -248 (DDG) -248 (can) -248 (unco) 15 (v) 15 (er) ] TJ ET
BT 10.16185 0 0 9.9626 317.33 662.217 Tm /Ty2 1 Tf [ (salient) -290 (structure)
-289 (within) -290 (data) -289 (by) -290 (imposing) -290 (constraints) -289
(on) ] TJ ET BT 9.9626 0 0 9.9626 317.33 650.262 Tm /Ty2 1 Tf [ (the) -250
(semantic) -250 (and) -250 (v) 25 (ariation) -250 (f) 10 (actors.) ] TJ ET
BT 9.9626 0 0 9.9626 308.862 635.318 Tm /Ty2 1 Tf Tj ET BT 10.16185 0 0 9.9626 317.33 635.318
Tm /Ty2 1 Tf [ (Comprehensi) 25 (v) 14 (e) -273 (e) 15 (xperiments) -273 (are)
-273 (conducted) -273 (under) -273 (a) -273 (con-) ] TJ ET BT 10.16185 0 0 9.9626 317.33 623.362
Tm /Ty2 1 Tf [ (sistent) -292 (e) 24 (v) 25 (aluation) -293 (protocol) -292
(to) -293 (v) 15 (erify) -293 (the) -292 (ef) 24 (f) 1 (ecti) 24 (v) 15 (eness)
-292 (of) ] TJ ET BT 9.843049 0 0 9.9626 317.33 611.407 Tm /Ty2 1 Tf [ (DDG.)
-253 (W) 81 (e) -254 (sho) 25 (w) -253 (that) -253 (DDG) -254 (is) -253 (able)
-254 (to) -253 (produce) -253 (interpretable) ] TJ ET BT 10.16185 0 0 9.9626 317.33 599.452
Tm /Ty2 1 Tf [ (qualitati) 25 (v) 14 (e) -285 (results) -286 (and) -285 (achie)
25 (v) 14 (e) -285 (competiti) 24 (v) 15 (e) -285 (performance) ] TJ ET BT
10.16185 0 0 9.9626 317.33 587.497 Tm /Ty2 1 Tf [ (on) -338 (a) -337 (number)
-338 (of) -338 (challenging) -337 (DG) -338 (benchmarks) -337 (including)
] TJ ET BT 9.9626 0 0 9.9626 317.33 575.542 Tm /Ty2 1 Tf [ (RotatedMNIST)
74 (,) -250 (VLCS,) -250 (P) 92 (A) 40 (CS) -250 (and) -250 (WILDS.) ] TJ
ET BT 11.9552 0 0 11.9552 308.862 552.904 Tm /Ty1 1 Tf [ (2.) -250 (Related)
-250 (W) 75 (ork) ] TJ ET BT 10.16185 0 0 9.9626 320.817 535.345 Tm /Ty1 1
Tf [ (Domain) -360 (Generalization.) ] TJ ET BT 10.16185 0 0 9.9626 432.404 535.345
Tm /Ty2 1 Tf [ (Domain/Out-of-distrib) 20 (ution) ] TJ ET BT 9.9626 0 0 9.9626 308.862 523.389
Tm /Ty2 1 Tf [ (generalization) -250 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc
BT 9.9626 0 0 9.9626 371.1083 523.389 Tm /Ty2 1 Tf (55) Tj ET /Cs2 cs 0 sc
BT 9.9626 0 0 9.9626 381.0709 523.389 Tm /Ty2 1 Tf [ (]) -249 (aims) -250
(to) -249 (learn) -250 (representations) -250 (that) -249 (are) -250 (in-)
] TJ ET BT 9.763348 0 0 9.9626 308.613 511.434 Tm /Ty2 1 Tf [ (v) 26 (ariant)
-215 (across) -215 (domains) -215 (so) -215 (that) -215 (the) -215 (model)
-215 (can) -215 (e) 15 (xtrapolate) -215 (well) ] TJ ET BT 9.982525 0 0 9.9626 308.862 499.479
Tm /Ty2 1 Tf [ (in) -249 (unseen) -249 (domains.) -309 (In) 40 (v) 25 (ariant)
-249 (Risk) -249 (Minimization) -249 (\(IRM\)) -249 ([) ] TJ ET /Cs1 cs 0.4
0.15 0.95 sc BT 9.9626 0 0 9.9626 535.556 499.479 Tm /Ty2 1 Tf (3) Tj ET /Cs2
cs 0 sc BT 9.982525 0 0 9.9626 540.537 499.479 Tm /Ty2 1 Tf (],) Tj ET BT
9.833086 0 0 9.9626 308.503 487.524 Tm /Ty2 1 Tf [ (which) -253 (e) 15 (xtends)
-254 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 370.684 487.524
Tm /Ty2 1 Tf (56) Tj ET /Cs2 cs 0 sc BT 9.833086 0 0 9.9626 380.646 487.524
Tm /Ty2 1 Tf [ (],) -253 (and) -254 (its) -253 (v) 25 (ariants) -253 ([) ]
TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 453.993 487.524 Tm /Ty2
1 Tf (1) Tj ET /Cs2 cs 0 sc BT 9.833086 0 0 9.9626 458.975 487.524 Tm /Ty2
1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 463.925 487.524
Tm /Ty2 1 Tf (42) Tj ET /Cs2 cs 0 sc BT 9.833086 0 0 9.9626 473.887 487.524
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 478.837 487.524
Tm /Ty2 1 Tf (51) Tj ET /Cs2 cs 0 sc BT 9.833086 0 0 9.9626 488.8 487.524
Tm /Ty2 1 Tf [ (]) -253 (are) -254 (proposed) ] TJ ET BT 10.07219 0 0 9.9626 308.862 475.569
Tm /Ty2 1 Tf [ (to) -247 (tac) 1 (kle) -247 (this) -247 (chal) 1 (lenge.)
-307 (Ho) 25 (we) 25 (v) 14 (er) 40 (,) -247 (IRM) -246 (entails) -247 (challenging)
] TJ ET BT 9.823124 0 0 9.9626 308.862 463.614 Tm /Ty2 1 Tf [ (bi-le) 25 (v)
16 (el) -253 (optimization) -253 (and) -253 (can) -254 (f) 11 (ail) -253 (catastrophically)
-253 (unless) -253 (the) ] TJ ET BT 10.16185 0 0 9.9626 308.862 451.658 Tm
/Ty2 1 Tf [ (test) -252 (data) -252 (are) -252 (suf) 24 1 (ciently) -252
(similar) -252 (to) -252 (the) -252 (training) -252 (distrib) 19 (ution) ]
TJ ET BT 10.16185 0 0 9.9626 308.862 439.703 Tm /Ty2 1 Tf ([) Tj ET /Cs1 cs
0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 312.246 439.703 Tm /Ty2 1 Tf (62) Tj
ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 322.208 439.703 Tm /Ty2 1 Tf [ (].)
-526 (DG) -319 (via) -319 (domain) -319 (alignment) -319 ([) ] TJ ET /Cs1
cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 448.057 439.703 Tm /Ty2 1 Tf (2)
Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 453.039 439.703 Tm /Ty2 1 Tf (,)
Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 458.822 439.703 Tm /Ty2
1 Tf (18) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 468.785 439.703 Tm /Ty2
1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 474.568 439.703
Tm /Ty2 1 Tf (55) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 484.531 439.703
Tm /Ty2 1 Tf [ (]) -319 (aims) -319 (to) -319 (mini-) ] TJ ET BT 10.16185 0 0 9.9626 308.862 427.748
Tm /Ty2 1 Tf [ (mize) -326 (the) -326 (dif) 25 (ference) -325 (between) -326
(source) -326 (domains) -326 (for) -326 (learning) ] TJ ET BT 9.793236 0 0 9.9626 308.862 415.793
Tm /Ty2 1 Tf [ (domain-in) 41 (v) 25 (ariant) -253 (representations.) -315
(The) -254 (moti) 26 (v) 25 (ation) -253 (is) -254 (straight-) ] TJ ET BT
10.16185 0 0 9.9626 308.862 403.838 Tm /Ty2 1 Tf [ (forw) 10 (ard:) -484 (features)
-335 (that) -335 (are) -335 (in) 40 (v) 24 (ariant) -335 (to) -335 (the) -335
(source) -335 (domain) ] TJ ET BT 9.793236 0 0 9.9626 308.862 391.882 Tm /Ty2
1 Tf [ (shift) -255 (should) -255 (also) -255 (be) -256 (rob) 21 (ust) -256
(to) -255 (an) 16 (y) -256 (unseen) -255 (tar) 19 (get) -256 (domain) -255
(shift.) ] TJ ET BT 9.763348 0 0 9.9626 308.553 379.927 Tm /Ty2 1 Tf [ (The)
-244 (main) -244 (dif) 25 (ference) -244 (is) -244 (that) -244 (we) -245 (propose)
-244 (to) -244 (learn) -244 (in) 41 (v) 25 (ariant) -244 (rep-) ] TJ ET BT
9.803198 0 0 9.9626 308.862 367.972 Tm /Ty2 1 Tf [ (resentations) -253 (by)
-253 (reconstructing) -252 (images) -253 (from) -253 (v) 26 (arious) -253
(domains) ] TJ ET BT 10.16185 0 0 9.9626 308.862 356.017 Tm /Ty2 1 Tf [ (and)
-373 (class) -372 (semantics) -373 (to) -372 (simulate) -373 (v) 25 (ariations)
-373 (and) -373 (minimize) ] TJ ET BT 10.16185 0 0 9.9626 308.862 344.062
Tm /Ty2 1 Tf [ (domain) -317 (di) 24 (v) 15 (er) 18 (gence.) -520 (P) 90 (A)
39 (C) -317 (constrained) -317 (learning) -317 ([) ] TJ ET /Cs1 cs 0.4 0.15
0.95 sc BT 9.9626 0 0 9.9626 506.04 344.062 Tm /Ty2 1 Tf (15) Tj ET /Cs2 cs
0 sc BT 10.16185 0 0 9.9626 516.003 344.062 Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs
0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 521.766 344.062 Tm /Ty2 1 Tf (16) Tj
ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 531.728 344.062 Tm /Ty2 1 Tf [ (])
-317 (is) ] TJ ET BT 9.763348 0 0 9.9626 308.862 332.107 Tm /Ty2 1 Tf [ (adopted)
-251 (for) -250 (modeling) -251 (cross-domain) -251 (v) 26 (ariations) -251
(under) -251 (domain) ] TJ ET BT 10.10208 0 0 9.9626 308.862 320.151 Tm /Ty2
1 Tf [ (transformation) -247 (in) -247 (MBDG) -247 ([) ] TJ ET /Cs1 cs 0.4
0.15 0.95 sc BT 9.9626 0 0 9.9626 417.355 320.151 Tm /Ty2 1 Tf (60) Tj ET
/Cs2 cs 0 sc BT 10.10208 0 0 9.9626 427.318 320.151 Tm /Ty2 1 Tf [ (].) -307
(W) 79 (e) -247 (highlight) -247 (se) 25 (v) 15 (eral) -247 (major) ] TJ ET
BT 10.16185 0 0 9.9626 308.862 308.196 Tm /Ty2 1 Tf [ (dif) 25 (ferences)
-306 (between) -306 (our) -305 (approach) -306 (and) -306 (MBDG) -306 (belo)
25 (w:) -425 (\(1\)) ] TJ ET BT 10.16185 0 0 9.9626 308.862 296.241 Tm /Ty2
1 Tf [ (DDG) -264 (imposes) -264 (weak) 9 (er) -264 (assumptions;) -273 (\(2\))
-265 (MBDG) -264 (consumes) ] TJ ET BT 10.122 0 0 9.9626 308.862 284.286 Tm
/Ty2 1 Tf [ (additional) -245 (domain) -245 (labels,) -245 (which) -245 (are)
-245 (often) -245 (hard) -244 (to) -245 (obtain) -245 (in) ] TJ ET BT 9.932712 0 0 9.9626 308.862 272.331
Tm /Ty2 1 Tf [ (man) 15 (y) -250 (applications,) -250 (while) -250 (DDG) -249
(does) -250 (not;) -250 (\(3\)) -250 (DDG) -250 (enforces) ] TJ ET BT 9.902824 0 0 9.9626 308.862 260.376
Tm /Ty2 1 Tf [ (in) 40 (v) 25 (ariance) -251 (constraints) -252 (via) -251
(parameterizing) -252 (semantic) -251 (and) -252 (v) 25 (ari-) ] TJ ET BT
10.16185 0 0 9.9626 308.862 248.42 Tm /Ty2 1 Tf [ (ation) -351 (encoders,)
-378 (which) -351 (does) -351 (not) -351 (belong) -351 (to) -352 (a) -351
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[ (,) -286 (respecti) 25 (v) 15 (ely) 63 (.) -401 (The) -277 (parameterized)
-278 (latent) ] TJ ET BT 10.16185 0 0 9.9626 50.112 213.534 Tm /Ty2 1 Tf [
(spaces) -261 (for) -260 (semantic) -261 (and) -260 (v) 24 (ariation) -260
(f) 10 (actors) -261 (are) -260 (denoted) -261 (as) ] TJ ET BT 9.9626 0 0 9.9626 279.582 213.534
Tm /Ty6 1 Tf (S) Tj ET BT 10.16185 0 0 9.9626 50.112 201.579 Tm /Ty2 1 Tf
(and) Tj ET BT 9.9626 0 0 9.9626 68.126 201.579 Tm /Ty6 1 Tf (V) Tj ET BT
10.16185 0 0 9.9626 75.05 201.579 Tm /Ty2 1 Tf [ (,) -350 (respecti) 25 (v)
15 (ely) 63 (.) ] TJ ET BT -0.591 Tc 9.9626 0 0 9.9626 137.537 201.579 Tm
/Ty14 1 Tf Tj 0 Tc ET BT 10.16185 0 0 9.9626 146.765 201.579 Tm /Ty2
1 Tf [ (denotes) -329 (a) -328 (dif) 24 (f) 1 (erent) -329 (sample) -329 (with)
] TJ ET BT 9.9626 0 0 9.9626 280.613 201.579 Tm /Ty14 1 Tf (x) Tj ET BT 10.16185 0 0 9.9626 50.112 189.624
Tm /Ty2 1 Tf [ (from) -293 (the) -293 (training) -294 (distrib) 20 (ution)
] TJ ET BT 9.9626 0 0 9.9626 172.484 189.624 Tm /Ty12 1 Tf (P) Tj ET BT 10.16185 0 0 9.9626 178.572 189.624
Tm /Ty2 1 Tf (.) Tj ET BT 9.9626 0 0 9.9626 185.669 189.624 Tm /Ty11 1 Tf
(d) Tj ET BT 9.9626 0 0 9.9626 190.855 189.624 Tm /Ty8 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 194.729 189.624 Tm /Ty6 1 Tf Tj ET BT 9.9626 0 0 9.9626 197.496 189.624
Tm /Ty11 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 201.924 189.624 Tm /Ty6 1 Tf
Tj ET BT 9.9626 0 0 9.9626 204.691 189.624 Tm /Ty8 1 Tf (\)) Tj ET BT
10.16185 0 0 9.9626 211.546 189.624 Tm /Ty2 1 Tf [ (denotes) -293 (a) -293
(distance) ] TJ ET BT 9.9626 0 0 9.9626 50.112 177.668 Tm /Ty2 1 Tf [ (metric)
-250 (o) 15 (v) 15 (er) ] TJ ET BT 0.3693 Tc 9.9626 0 0 9.9626 97.952 177.668
Tm /Ty6 1 Tf (X) Tj /Ty7 1 Tf [ (%) 147 ] TJ /Ty6 1 Tf (X) Tj 0 Tc ET BT 9.9626 0 0 9.9626 127.259 177.668
Tm /Ty2 1 Tf (.) Tj ET BT 9.942675 0 0 9.9626 62.067 164.686 Tm /Ty1 1 Tf
[ (Pr) 18 (oblem) -249 (setting) 15 (.) ] TJ ET BT 9.942675 0 0 9.9626 134.404 164.686
Tm /Ty2 1 Tf [ (Suppose) -249 (we) -250 (observ) 15 (e) -249 (a) -249 (dataset)
-249 (denoted) ] TJ ET BT 10.16185 0 0 9.9626 50.112 152.731 Tm /Ty2 1 Tf
(as) Tj ET BT 9.9626 0 0 9.9626 61.228 152.731 Tm /Ty6 1 Tf ({) Tj ET BT 9.9626 0 0 9.9626 66.21 152.731
Tm /Ty8 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 70.084 152.731 Tm /Ty15 1 Tf
(x) Tj ET BT 6.9738 0 0 6.9738 76.65 151.237 Tm /Ty13 1 Tf (i) Tj ET BT 0.1678
Tc 9.9626 0 0 9.9626 79.967 152.731 Tm /Ty11 1 Tf (,y) Tj 0 Tc ET BT 6.9738 0 0 6.9738 89.279 151.237
Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 92.596 152.731 Tm /Ty8 1 Tf (\))
Tj ET BT 9.9626 0 0 9.9626 96.47 152.731 Tm /Ty6 1 Tf (}) Tj ET BT 6.9738 0 0 6.9738 101.451 157.74
Tm /Ty13 1 Tf (n) Tj ET BT 6.9738 0 0 6.9738 101.451 149.742 Tm /Ty13 1 Tf
(i) Tj ET BT 6.9738 0 0 6.9738 104.27 149.742 Tm /Ty16 1 Tf (=1) Tj ET BT
0.3088 Tc 9.9626 0 0 9.9626 117.921 152.731 Tm /Ty7 1 Tf (&) Tj /Ty6 1 Tf
(D) Tj 0 Tc ET BT 0.0007 Tc 6.9738 0 0 6.9738 136.421 151.237 Tm /Ty13 1 Tf
(data) Tj 0 Tc ET BT 10.16185 0 0 9.9626 155.37 152.731 Tm /Ty2 1 Tf (where)
Tj ET BT 9.9626 0 0 9.9626 182.847 152.731 Tm /Ty8 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 186.722 152.731
Tm /Ty15 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 193.287 151.237 Tm /Ty13 1 Tf
(i) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 196.604 152.731 Tm /Ty11 1 Tf (,y)
Tj 0 Tc ET BT 6.9738 0 0 6.9738 205.917 151.237 Tm /Ty13 1 Tf (i) Tj ET BT
9.9626 0 0 9.9626 209.233 152.731 Tm /Ty8 1 Tf (\)) Tj ET BT 10.16185 0 0 9.9626 215.76 152.731
Tm /Ty2 1 Tf [ (is) -261 (a) -261 (realization) -261 (of) ] TJ ET BT 9.763348 0 0 9.9626 50.112 140.776
Tm /Ty2 1 Tf [ (random) -240 (v) 16 (ector) ] TJ ET BT 9.9626 0 0 9.9626 108.867 140.776
Tm /Ty8 1 Tf (\() Tj ET BT 0.0235 Tc 9.9626 0 0 9.9626 112.741 140.776 Tm
/Ty11 1 Tf [ (X,) -144 (Y) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 133.649 140.776
Tm /Ty8 1 Tf (\)) Tj ET BT 9.763348 0 0 9.9626 139.862 140.776 Tm /Ty2 1 Tf
[ (with) -240 (support) ] TJ ET BT 9.9626 0 0 9.9626 191.19 140.776 Tm /Ty8
1 Tf (\() Tj ET BT 0.3123 Tc 9.9626 0 0 9.9626 195.064 140.776 Tm /Ty6 1 Tf
(X) Tj /Ty7 1 Tf [ (%) 146 ] TJ /Ty6 1 Tf (Y) Tj 0 Tc ET BT 9.9626 0 0 9.9626 222.163 140.776
Tm /Ty8 1 Tf (\)) Tj ET BT 9.763348 0 0 9.9626 226.037 140.776 Tm /Ty2 1 Tf
[ (.) -311 (W) 81 (e) -239 (consider) -240 (a) ] TJ ET BT 9.843049 0 0 9.9626 50.112 128.821
Tm /Ty2 1 Tf [ (set) -253 (of) -253 (domains) ] TJ ET BT 9.9626 0 0 9.9626 110.083 128.821
Tm /Ty6 1 Tf ({) Tj ET BT 9.9626 0 0 9.9626 115.064 128.821 Tm /Ty11 1 Tf
(d) Tj ET BT 6.9738 0 0 6.9738 120.25 127.326 Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 123.567 128.821
Tm /Ty6 1 Tf (}) Tj ET BT 6.9738 0 0 6.9738 128.548 133.83 Tm /Ty13 1 Tf (n)
Tj ET BT 4.9813 0 0 4.9813 133.473 132.773 Tm /Ty17 1 Tf (d) Tj ET BT 6.9738 0 0 6.9738 128.548 125.832
Tm /Ty13 1 Tf (i) Tj ET BT 6.9738 0 0 6.9738 131.367 125.832 Tm /Ty16 1 Tf
(=1) Tj ET BT 0.2788 Tc 9.9626 0 0 9.9626 144.723 128.821 Tm /Ty7 1 Tf (&)
Tj /Ty6 1 Tf (D) Tj 0 Tc ET BT 9.843049 0 0 9.9626 165.698 128.821 Tm /Ty2
1 Tf [ (of) -253 (size) ] TJ ET BT 9.9626 0 0 9.9626 194.189 128.821 Tm /Ty11
1 Tf (n) Tj ET BT 6.9738 0 0 6.9738 200.169 127.326 Tm /Ty13 1 Tf (d) Tj ET
BT 9.843049 0 0 9.9626 204.814 128.821 Tm /Ty2 1 Tf [ (,) -253 (where) -254
(each) -253 (domain) ] TJ ET BT 10.16185 0 0 9.9626 50.112 116.866 Tm /Ty2
1 Tf [ (corresponds) -316 (to) -316 (a) -315 (distinct) -316 (data) -316 (distrib)
20 (ution) ] TJ ET BT 9.9626 0 0 9.9626 224.407 116.866 Tm /Ty11 1 Tf (D)
Tj ET BT 6.9738 0 0 6.9738 232.932 120.481 Tm /Ty13 1 Tf (d) Tj ET BT 4.9813 0 0 4.9813 237.08 119.485
Tm /Ty17 1 Tf (i) Tj ET BT 10.16185 0 0 9.9626 243.943 116.866 Tm /Ty2 1 Tf
[ (o) 15 (v) 14 (er) -315 (some) ] TJ ET BT 10.16185 0 0 9.9626 50.112 104.91
Tm /Ty2 1 Tf [ (input) -258 (and) -258 (label) -257 (space.) -342 (The) -258
(set) -258 (of) -258 (domains) ] TJ ET BT 9.9626 0 0 9.9626 222.352 104.91
Tm /Ty6 1 Tf (D) Tj ET BT 10.16185 0 0 9.9626 232.933 104.91 Tm /Ty2 1 Tf
[ (is) -258 (partitioned) ] TJ ET BT 10.16185 0 0 9.9626 50.112 92.955 Tm
/Ty2 1 Tf [ (into) -263 (multiple) -262 (training) -263 (domains) ] TJ ET
BT 9.9626 0 0 9.9626 176.533 92.955 Tm /Ty6 1 Tf (D) Tj ET BT 6.9738 0 0 6.9738 184.218 91.461
Tm /Ty13 1 Tf (S) Tj ET BT 0.3118 Tc 9.9626 0 0 9.9626 193.088 92.955 Tm /Ty7
1 Tf (&) Tj /Ty6 1 Tf (D) Tj 0 Tc ET BT 10.16185 0 0 9.9626 214.567 92.955
Tm /Ty2 1 Tf [ (and) -263 (a) -262 (test) -263 (domain) ] TJ ET BT 9.9626 0 0 9.9626 50.112 81
Tm /Ty6 1 Tf (D) Tj ET BT 6.9738 0 0 6.9738 57.797 79.506 Tm /Ty13 1 Tf (U)
Tj ET BT 0.2787 Tc 9.9626 0 0 9.9626 67.238 81 Tm /Ty7 1 Tf (") Tj /Ty6 1
Tf (D) Tj 0 Tc ET BT 9.9626 0 0 9.9626 87.099 81 Tm /Ty2 1 Tf [ (which) -250
(is) -250 (inaccessible) -250 (during) -250 (training.) ] TJ ET BT 10.16185 0 0 9.9626 320.817 710.037
Tm /Ty2 1 Tf [ (Our) -296 (formulation) -296 (generally) -296 (follo) 25 (ws)
-296 (prior) -296 (w) 9 (orks) -296 (of) -296 (P) 91 (A) 39 (C) ] TJ ET BT
9.763348 0 0 9.9626 308.862 698.082 Tm /Ty2 1 Tf [ (constrained) -241 (learning)
-242 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 393.832 698.082
Tm /Ty2 1 Tf (15) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 403.794 698.082
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 408.593 698.082
Tm /Ty2 1 Tf (16) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 418.556 698.082
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 423.354 698.082
Tm /Ty2 1 Tf (58) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 433.317 698.082
Tm /Ty2 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 438.116 698.082
Tm /Ty2 1 Tf (60) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 448.078 698.082
Tm /Ty2 1 Tf [ (],) -244 (b) 20 (ut) -241 (we) -242 (use) -241 (a) -242 (more)
-241 15 (x-) ] TJ ET BT 10.16185 0 0 9.9626 308.862 686.127 Tm /Ty2 1
Tf [ (ible) -285 (par) 1 (ameterization) -285 (and) -284 (deri) 24 (v) 15
(e) -285 (a) -284 (ne) 24 (w) -284 (algorithm) -285 (to) -284 (solv) 14 (e)
] TJ ET BT 9.763348 0 0 9.9626 308.862 674.172 Tm /Ty2 1 Tf [ (the) -240 (resulting)
-239 (constrained) -240 (optimization) -239 (problem.) -311 (More) -240 (specif-)
] TJ ET BT 10.16185 0 0 9.9626 308.862 662.217 Tm /Ty2 1 Tf [ (ically) 64
(,) -315 (we) -301 (emphasize) -301 (that) -300 (DDG,) -301 (moti) 24 (v)
25 (ated) -301 (by) -301 (an) -301 (analysis) ] TJ ET BT 10.16185 0 0 9.9626 308.862 650.262
Tm /Ty2 1 Tf [ (of) -353 (the) -353 (multi-source) -353 (domain) -353 (adaptation)
-353 (upper) -352 (bound) -353 (\(Ap-) ] TJ ET BT 9.763348 0 0 9.9626 308.862 638.306
Tm /Ty2 1 Tf (pendix) Tj ET /Cs1 cs 0.7 0.1 0.1 sc BT 9.763348 0 0 9.9626 337.6834 638.306
Tm /Ty2 1 Tf (B) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 344.1956 638.306
Tm /Ty2 1 Tf [ (\),) -230 (requires) -230 (no) -230 (domain) -230 (labels)
-230 (and) -231 (pre-trained) -230 (domain) ] TJ ET BT 10.16185 0 0 9.9626 308.862 626.351
Tm /Ty2 1 Tf [ (transformation) -314 (model) 1 (s) -314 (during) -314 (training.)
-509 (DDG) -314 (can) -313 (also) -314 (be) ] TJ ET BT 10.16185 0 0 9.9626 308.862 614.396
Tm /Ty2 1 Tf [ (trained) -304 (in) -304 (an) -304 (end-to-end) -303 (manner)
39 (,) -319 (yielding) -304 (a) -304 (more) -303 14 (xible) ] TJ ET BT
9.9626 0 0 9.9626 308.862 602.441 Tm /Ty2 1 Tf [ (and) -250 (potentially)
-250 (better) -250 (solution.) ] TJ ET BT 10.9589 0 0 10.9589 308.862 581.294
Tm /Ty1 1 Tf [ (3.1.) -250 (F) 25 (ormulation) ] TJ ET BT 9.763348 0 0 9.9626 320.817 563.361
Tm /Ty2 1 Tf [ (The) -214 (basic) -214 (idea) -214 (of) -214 (DDG) -214 (is)
-214 (to) -214 (learn) -215 (disentangled) -214 (representa-) ] TJ ET BT 9.763348 0 0 9.9626 308.862 551.406
Tm /Ty2 1 Tf [ (tions) -241 (by) -242 (imposing) -242 (in) 41 (v) 26 (ariant)
-242 (constraints) -241 (in) -242 (the) -241 (semantic) -242 (space) ] TJ
ET BT 9.9626 0 0 9.9626 308.862 539.451 Tm /Ty6 1 Tf (S) Tj ET BT 10.16185 0 0 9.9626 318.31 539.451
Tm /Ty2 1 Tf [ (and) -263 (v) 25 (ariation) -263 (space) ] TJ ET BT 9.9626 0 0 9.9626 399.433 539.451
Tm /Ty6 1 Tf (V) Tj ET BT 10.16185 0 0 9.9626 406.357 539.451 Tm /Ty2 1 Tf
[ (.) -356 (Such) -263 (a) -262 (disentanglement) -263 (can) -262 (also) ]
TJ ET BT 10.16185 0 0 9.9626 308.862 527.496 Tm /Ty2 1 Tf [ (be) -300 (applicable)
-299 (for) -300 (augmenting) -300 (the) -299 (training) -300 (data) -299 (so)
-300 (that) -300 (the) ] TJ ET BT 10.10208 0 0 9.9626 308.862 515.54 Tm /Ty2
1 Tf [ (learned) -247 (representations) -246 (can) -247 (be) -246 (more) -247
(in) 39 (v) 25 (ariant) -246 (to) -247 (both) -247 (inter) 20 (-) ] TJ ET
BT 9.952637 0 0 9.9626 308.862 503.585 Tm /Ty2 1 Tf [ (and) -250 (intra-domain)
-251 (v) 25 (ariations) 1 (.) -311 (T) 80 (o) -250 (formalize) -251 (t) 1
(his,) -251 (we) -250 (be) 15 (gin) -250 (by) ] TJ ET BT 9.9626 0 0 9.9626 308.862 491.63
Tm /Ty2 1 Tf [ (introducing) -250 (some) -250 (necessary) -250 (denitions)
-250 (and) -250 (assumptions.) ] TJ ET /Cs1 cs 0.94 0.94 0.94 sc 308.862 414.871 236.25 66.74
re f /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 312.847 469.965 Tm /Ty1 1 Tf [ (Denition)
-250 (1) ] TJ ET BT 10.16185 0 0 9.9626 367.372 469.965 Tm /Ty3 1 Tf [ (\(In)
39 (variance) -724 (based) -725 (on) -724 (disentanglement\).) ] TJ ET BT
10.08215 0 0 9.9626 312.488 458.009 Tm /Ty3 1 Tf [ (Given) -246 (a) -247 (decoder)
] TJ ET BT 9.9626 0 0 9.9626 381.53 458.009 Tm /Ty11 1 Tf (D) Tj ET BT 9.9626 0 0 9.9626 391.162 458.009
Tm /Ty8 1 Tf (:) Tj ET BT 0.1866 Tc 9.9626 0 0 9.9626 395.036 458.009 Tm /Ty6
1 Tf (S) Tj /Ty7 1 Tf [ (%) 75 ] TJ /Ty6 1 Tf [ (V) -7 ] TJ /Ty7 1 Tf [ (')
75 ] TJ /Ty6 1 Tf (X) Tj 0 Tc ET BT 10.08215 0 0 9.9626 439.444 458.009 Tm
/Ty3 1 Tf [ (,) -246 (a) -247 (semantic) -246 (featurizer) ] TJ ET BT 9.9626 0 0 9.9626 531.991 458.009
Tm /Ty11 1 Tf (f) Tj ET BT 6.9738 0 0 6.9738 536.869 456.515 Tm /Ty13 1 Tf
(s) Tj ET BT 10.16185 0 0 9.9626 312.847 446.054 Tm /Ty3 1 Tf [ (is) -245
(in) 39 (variant) -245 (if) -245 (for) -245 (all) -245 (domains) ] TJ ET BT
9.9626 0 0 9.9626 434.11 446.054 Tm /Ty11 1 Tf (d) Tj ET BT 6.9738 0 0 6.9738 439.296 444.56
Tm /Ty13 1 Tf (i) Tj ET BT 0.1117 Tc 9.9626 0 0 9.9626 443.72 446.054 Tm /Ty7
1 Tf (") Tj /Ty6 1 Tf (D) Tj 0 Tc ET BT 10.16185 0 0 9.9626 461.921 446.054
Tm /Ty3 1 Tf [ (and) -245 (a) -245 (variation) -245 (fea-) ] TJ ET BT 10.16185 0 0 9.9626 312.847 434.099
Tm /Ty3 1 Tf (turizer) Tj ET BT 9.9626 0 0 9.9626 342.475 434.099 Tm /Ty11
1 Tf (f) Tj ET BT 6.9738 0 0 6.9738 347.353 432.605 Tm /Ty13 1 Tf (v) Tj ET
BT 10.16185 0 0 9.9626 352.086 434.099 Tm /Ty3 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 357.163 434.099
Tm /Ty14 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 364.317 434.099 Tm /Ty8 1 Tf
(=) Tj ET BT 9.9626 0 0 9.9626 373.172 434.099 Tm /Ty11 1 Tf (D) Tj ET BT
9.9626 0 0 9.9626 381.697 434.099 Tm /Ty8 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 385.572 434.099
Tm /Ty11 1 Tf (f) Tj ET BT 6.9738 0 0 6.9738 390.449 432.605 Tm /Ty13 1 Tf
(s) Tj ET BT 9.9626 0 0 9.9626 394.708 434.099 Tm /Ty8 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 398.582 434.099 Tm /Ty14 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 404.629 434.099
Tm /Ty8 1 Tf (;) Tj ET BT 9.9626 0 0 9.9626 409.056 434.099 Tm /Ty18 1 Tf
(!) Tj ET BT 9.9626 0 0 9.9626 414.01 434.099 Tm /Ty8 1 Tf (\)) Tj ET BT 0.1678
Tc 9.9626 0 0 9.9626 417.884 434.099 Tm /Ty11 1 Tf (,f) Tj 0 Tc ET BT 6.9738 0 0 6.9738 427.19 432.605
Tm /Ty13 1 Tf (v) Tj ET BT 9.9626 0 0 9.9626 431.923 434.099 Tm /Ty8 1 Tf
(\() Tj ET BT -0.591 Tc 9.9626 0 0 9.9626 435.957 434.099 Tm /Ty14 1 Tf
Tj 0 Tc ET BT 9.9626 0 0 9.9626 441.844 434.099 Tm /Ty8 1 Tf (;) Tj ET BT
9.9626 0 0 9.9626 446.272 434.099 Tm /Ty18 1 Tf (") Tj ET BT 0.0009 Tc 9.9626 0 0 9.9626 452.208 434.099
Tm /Ty8 1 Tf (\)\)) Tj 0 Tc ET BT 10.16185 0 0 9.9626 462.484 434.099 Tm /Ty3
1 Tf [ (holds) -249 (almost) -248 (sur) 36 (ely) ] TJ ET BT 9.9626 0 0 9.9626 312.847 422.144
Tm /Ty3 1 Tf (when) Tj ET BT 9.9626 0 0 9.9626 336.369 422.144 Tm /Ty14 1
Tf (x) Tj ET BT 9.9626 0 0 9.9626 342.415 422.144 Tm /Ty11 1 Tf (,) Tj ET
BT -0.591 Tc 9.9626 0 0 9.9626 347.002 422.144 Tm /Ty14 1 Tf Tj 0 Tc
ET BT 9.9626 0 0 9.9626 353.997 422.144 Tm /Ty7 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 362.853 422.144
Tm /Ty11 1 Tf (P) Tj ET BT 9.9626 0 0 9.9626 370.632 422.144 Tm /Ty8 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 374.507 422.144 Tm /Ty11 1 Tf (X) Tj ET BT
9.9626 0 0 9.9626 383.542 422.144 Tm /Ty8 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 387.417 422.144
Tm /Ty3 1 Tf (.) Tj ET BT 9.793236 0 0 9.9626 320.817 399.836 Tm /Ty2 1 Tf
[ (The) -254 (property) -254 (enforces) -253 (the) -254 (in) 41 (v) 25 (ariance)
-254 (of) -254 (the) -253 (original) -254 (input) ] TJ ET BT 9.9626 0 0 9.9626 308.564 387.88
Tm /Ty14 1 Tf (x) Tj ET BT 9.763348 0 0 9.9626 316.984 387.88 Tm /Ty2 1 Tf
[ (and) -243 (the) -243 (one) ] TJ ET BT 9.9626 0 0 9.9626 364.233 387.88
Tm /Ty11 1 Tf (D) Tj ET BT 9.9626 0 0 9.9626 372.758 387.88 Tm /Ty8 1 Tf (\()
Tj ET BT 9.9626 0 0 9.9626 376.632 387.88 Tm /Ty11 1 Tf (f) Tj ET BT 6.9738 0 0 6.9738 381.51 386.386
Tm /Ty13 1 Tf (s) Tj ET BT 9.9626 0 0 9.9626 385.768 387.88 Tm /Ty8 1 Tf (\()
Tj ET BT 9.9626 0 0 9.9626 389.642 387.88 Tm /Ty14 1 Tf (x) Tj ET BT 9.9626 0 0 9.9626 395.689 387.88
Tm /Ty8 1 Tf (;) Tj ET BT 9.9626 0 0 9.9626 400.117 387.88 Tm /Ty18 1 Tf (!)
Tj ET BT 9.9626 0 0 9.9626 405.071 387.88 Tm /Ty8 1 Tf (\)) Tj ET BT 0.1678
Tc 9.9626 0 0 9.9626 408.945 387.88 Tm /Ty11 1 Tf (,f) Tj 0 Tc ET BT 6.9738 0 0 6.9738 418.25 386.386
Tm /Ty13 1 Tf (v) Tj ET BT 9.9626 0 0 9.9626 422.984 387.88 Tm /Ty8 1 Tf (\()
Tj ET BT -0.591 Tc 9.9626 0 0 9.9626 427.017 387.88 Tm /Ty14 1 Tf Tj
0 Tc ET BT 9.9626 0 0 9.9626 432.905 387.88 Tm /Ty8 1 Tf (;) Tj ET BT 9.9626 0 0 9.9626 437.333 387.88
Tm /Ty18 1 Tf (") Tj ET BT 0.0009 Tc 9.9626 0 0 9.9626 443.269 387.88 Tm /Ty8
1 Tf (\)\)) Tj 0 Tc ET BT 9.763348 0 0 9.9626 453.391 387.88 Tm /Ty2 1 Tf
[ (that) -243 (reconstructs) -243 (jointly) ] TJ ET BT 10.16185 0 0 9.9626 308.862 375.925
Tm /Ty2 1 Tf [ (from) -317 (semantic) -318 (and) -317 (v) 24 (ariation) -317
(latent) -318 (spaces) -317 (when) -318 (semantic) ] TJ ET BT 9.9626 0 0 9.9626 308.862 363.97
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-294 (of) -294 (the) -294 (v) 25 (ariation) ] TJ ET BT 10.16185 0 0 9.9626 308.862 200.552
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(con) Tj 0 Tc ET BT 9.9626 0 0 9.9626 238.736 639.313 Tm /Ty8 1 Tf (\() Tj
ET BT 9.9626 0 0 9.9626 242.611 639.313 Tm /Ty11 1 Tf (f) Tj ET BT 6.9738 0 0 6.9738 247.488 637.818
Tm /Ty13 1 Tf (s) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 251.747 639.313 Tm
/Ty11 1 Tf (,f) Tj 0 Tc ET BT 6.9738 0 0 6.9738 261.052 637.818 Tm /Ty13 1
Tf (v) Tj ET BT 9.9626 0 0 9.9626 265.786 639.313 Tm /Ty8 1 Tf (\)) Tj ET
BT 9.9626 0 0 9.9626 274.628 639.313 Tm /Ty11 1 Tf (<) Tj ET BT 9.9626 0 0 9.9626 54.097 627.357
Tm /Ty18 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 61.328 627.357 Tm /Ty7 1 Tf (!)
Tj ET BT 9.9626 0 0 9.9626 70.596 627.357 Tm /Ty8 1 Tf [ (m) -0.3 (ax) ] TJ
ET BT 9.9626 0 0 9.9626 89.137 627.357 Tm /Ty6 1 Tf ({) Tj ET BT 9.9626 0 0 9.9626 94.119 627.357
Tm /Ty11 1 Tf (L) Tj ET BT 6.9738 0 0 6.9738 100.899 625.863 Tm /Ty25 1 Tf
(") Tj ET BT 9.9626 0 0 9.9626 104.732 627.357 Tm /Ty18 1 Tf (%) Tj ET BT
6.9738 0 0 6.9738 108.776 625.863 Tm /Ty13 1 Tf (s) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 113.034 627.357
Tm /Ty11 1 Tf (,L) Tj 0 Tc ET BT 6.9738 0 0 6.9738 124.242 625.863 Tm /Ty13
1 Tf (d) Tj ET BT 9.9626 0 0 9.9626 128.887 627.357 Tm /Ty18 1 Tf (%) Tj ET
BT 6.9738 0 0 6.9738 132.931 625.863 Tm /Ty13 1 Tf (g) Tj ET BT 9.9626 0 0 9.9626 137.566 627.357
Tm /Ty6 1 Tf (}) Tj ET BT 9.9626 0 0 9.9626 145.315 627.357 Tm /Ty8 1 Tf (=)
Tj ET BT 9.9626 0 0 9.9626 155.831 627.357 Tm /Ty18 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 163.062 627.357
Tm /Ty7 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 172.33 627.357 Tm /Ty11 1 Tf (m)
Tj ET BT 9.763348 0 0 9.9626 183.38 627.357 Tm /Ty3 1 Tf (with) Tj ET BT 9.9626 0 0 9.9626 202.505 627.357
Tm /Ty18 1 Tf (%) Tj ET BT 9.763348 0 0 9.9626 206.549 627.357 Tm /Ty3 1 Tf
[ (-par) 15 (ameterization.) ] TJ ET /Cs1 cs 0.94 0.94 0.94 sc 50.112 540.153 236.25 76.837
re f /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 54.097 605.344 Tm /Ty1 1 Tf [ (Denition)
-250 (2) ] TJ ET BT 10.16185 0 0 9.9626 108.622 605.344 Tm /Ty3 1 Tf [ (\(Domain)
-281 (g) 10 (ener) 15 (alization) -281 (pr) 44 (oblem\).) -412 (Similar) ]
TJ ET BT 9.853011 0 0 9.9626 54.097 593.389 Tm /Ty3 1 Tf [ (to) -252 (prior)
-253 (works) -252 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 116.852 593.389
Tm /Ty3 1 Tf (60) Tj ET /Cs2 cs 0 sc BT 9.853011 0 0 9.9626 126.815 593.389
Tm /Ty3 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 131.765 593.389
Tm /Ty3 1 Tf (66) Tj ET /Cs2 cs 0 sc BT 9.853011 0 0 9.9626 141.728 593.389
Tm /Ty3 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 146.678 593.389
Tm /Ty3 1 Tf (72) Tj ET /Cs2 cs 0 sc BT 9.853011 0 0 9.9626 156.641 593.389
Tm /Ty3 1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 161.591 593.389
Tm /Ty3 1 Tf (78) Tj ET /Cs2 cs 0 sc BT 9.853011 0 0 9.9626 171.553 593.389
Tm /Ty3 1 Tf [ (],) -253 (we) -252 (formulate) -252 (domain) -253 (g) 10 (en-)
] TJ ET BT 9.763348 0 0 9.9626 54.097 581.434 Tm /Ty3 1 Tf [ (er) 15 (alization)
-244 (as) -244 (a) -245 (minimax) -244 (optimization) -245 (pr) 46 (oblem,)
-246 (optimizing) ] TJ ET BT 9.763348 0 0 9.9626 54.097 569.478 Tm /Ty3 1
Tf [ (the) -235 (wor) 11 (st-domain) -235 (risk) -235 (o) 10 (ver) -234 (the)
-235 (entir) 38 (e) -235 (family) -235 (of) -234 (domains) ] TJ ET BT 9.9626 0 0 9.9626 272.123 569.478
Tm /Ty6 1 Tf (D) Tj ET BT 0.0005 Tc 8.9664 0 0 8.9664 99.217 552.886 Tm /Ty20
1 Tf (min) Tj 0 Tc ET BT 5.9776 0 0 5.9776 97.759 547.24 Tm /Ty23 1 Tf (f)
Tj ET BT 4.9813 0 0 4.9813 101.35 546.244 Tm /Ty17 1 Tf (s) Tj ET BT 0.0003
Tc 5.9776 0 0 5.9776 105.186 547.24 Tm /Ty27 1 Tf (!) Tj /Ty26 1 Tf (F) Tj
0 Tc ET BT 0.0005 Tc 8.9664 0 0 8.9664 117.57 552.886 Tm /Ty20 1 Tf (max)
Tj 0 Tc ET BT 5.9776 0 0 5.9776 118.765 547.24 Tm /Ty23 1 Tf (d) Tj ET BT
0.0003 Tc 5.9776 0 0 5.9776 122.605 547.24 Tm /Ty27 1 Tf (!) Tj /Ty26 1 Tf
(D) Tj 0 Tc ET BT 8.9664 0 0 8.9664 136.257 552.886 Tm /Ty12 1 Tf (E) Tj ET
BT 5.9776 0 0 5.9776 142.234 551.491 Tm /Ty28 1 Tf (P) Tj ET BT 5.9776 0 0 5.9776 145.887 551.491
Tm /Ty29 1 Tf (\() Tj ET BT 0.0134 Tc 5.9776 0 0 5.9776 148.765 551.491 Tm
/Ty23 1 Tf [ (X,) 13 (Y) ] TJ 0 Tc ET BT 5.9776 0 0 5.9776 162.987 551.491
Tm /Ty29 1 Tf (\)) Tj ET BT 8.9664 0 0 8.9664 166.363 552.886 Tm /Ty24 1 Tf
(#) Tj ET BT 8.9664 0 0 8.9664 170.168 552.886 Tm /Ty20 1 Tf (\() Tj ET BT
8.9664 0 0 8.9664 173.752 552.886 Tm /Ty19 1 Tf (f) Tj ET BT 5.9776 0 0 5.9776 178.225 551.89
Tm /Ty23 1 Tf (s) Tj ET BT 8.9664 0 0 8.9664 182.217 552.886 Tm /Ty20 1 Tf
(\() Tj ET BT 8.9664 0 0 8.9664 185.8 552.886 Tm /Ty19 1 Tf (D) Tj ET BT 8.9664 0 0 8.9664 193.656 552.886
Tm /Ty20 1 Tf (\() Tj ET BT 0.022 Tc 8.9664 0 0 8.9664 197.239 552.886 Tm
/Ty19 1 Tf [ (X,) -150 (d) ] TJ 0 Tc ET BT 0.0007 Tc 8.9664 0 0 8.9664 213.912 552.886
Tm /Ty20 1 Tf (\)\)) Tj 0 Tc ET BT 0.1715 Tc 8.9664 0 0 8.9664 221.079 552.886
Tm /Ty19 1 Tf (,Y) Tj 0 Tc ET BT 8.9664 0 0 8.9664 232.571 552.886 Tm /Ty20
1 Tf (\)) Tj ET BT 8.9664 0 0 8.9664 236.155 552.886 Tm /Ty19 1 Tf (.) Tj
ET BT 8.9664 0 0 8.9664 271.922 552.886 Tm /Ty2 1 Tf (\(2\)) Tj ET BT 10.16185 0 0 9.9626 62.067 528.636
Tm /Ty2 1 Tf [ (The) -363 (abo) 15 (v) 15 (e) -363 (formulation) -363 (\()
] TJ ET /Cs1 cs 0.7 0.1 0.1 sc BT 10.16185 0 0 9.9626 164.2647 528.636 Tm
/Ty2 1 Tf (2) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 169.3457 528.636 Tm
/Ty2 1 Tf [ (\)) -362 (requires) -363 (the) -363 (a) 20 (v) 24 (ailability)
-362 (of) ] TJ ET BT 10.16185 0 0 9.9626 50.112 516.681 Tm /Ty2 1 Tf [ (domain)
-337 (labels) -336 (and) -337 (is) -337 (hard) -337 (to) -336 (optimize.)
-579 (Ho) 25 (we) 24 (v) 15 (er) 39 (,) -360 (the) -336 (do-) ] TJ ET BT 10.16185 0 0 9.9626 50.112 504.725
Tm /Ty2 1 Tf [ (main) -298 (label) 1 (s) -298 (are) -298 (e) 15 (xpensi) 25
(v) 14 (e) -297 (or) -298 (e) 25 (v) 14 (en) -297 (impossible) -298 (to) -297
(obtain) -298 (in) ] TJ ET BT 10.16185 0 0 9.9626 50.112 492.77 Tm /Ty2 1
Tf [ (part) -252 (due) -252 (to) -253 (pri) 25 (v) 24 (ac) 15 (y) -252 (and)
-252 (f) 10 (airness) -253 (issues) -252 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95
sc BT 9.9626 0 0 9.9626 210.099 492.77 Tm /Ty2 1 Tf (28) Tj ET /Cs2 cs 0 sc
BT 10.16185 0 0 9.9626 220.061 492.77 Tm /Ty2 1 Tf [ (].) -325 (Therefore,)
-254 (un-) ] TJ ET BT 10.06223 0 0 9.9626 50.112 480.815 Tm /Ty2 1 Tf [ (der)
-249 (the) -248 (disentanglement-based) -249 (in) 40 (v) 24 (ariance) -248
(and) -249 (domain) -249 (shift) ] TJ ET BT 10.16185 0 0 9.9626 50.112 468.86
Tm /Ty2 1 Tf [ (assumptions,) -328 (we) -312 (constrai) 1 (n) -312 (the) -311
(model) -312 (to) -311 (be) -312 (in) 39 (v) 25 (ariant) -312 (with) ] TJ
ET BT 9.853011 0 0 9.9626 50.112 456.905 Tm /Ty2 1 Tf [ (respect) -252 (to)
-252 (v) 25 (ariation) -251 (f) 10 (actors,) -252 (then) -252 (the) -252 (problem)
-252 (is) -252 (con) 40 (v) 16 (erted) -252 (to) ] TJ ET BT 9.9626 0 0 9.9626 50.112 444.95
Tm /Ty2 1 Tf [ (an) -250 (inequality-constrained) -250 (optimization) -250
(problem:) ] TJ ET /Cs1 cs 0.94 0.94 0.94 sc 50.112 334.12 236.25 104.328
re f /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 54.097 426.803 Tm /Ty1 1 Tf [ (Denition)
-250 (3) ] TJ ET BT 10.16185 0 0 9.9626 108.622 426.803 Tm /Ty3 1 Tf [ (\(Constr)
15 (ained) -356 (domain) -356 (g) 10 (ener) 15 (alization) -356 (pr) 45 (ob-)
] TJ ET BT 10.08215 0 0 9.9626 54.097 414.847 Tm /Ty3 1 Tf [ (lem\)) -246
(Given) -247 (a) -246 -247 (mar) 37 (gin) ] TJ ET BT 0.3337 Tc 9.9626 0 0 9.9626 161.35 414.847
Tm /Ty18 1 Tf ($) Tj /Ty11 1 Tf (>) Tj 0 Tc ET BT 9.9626 0 0 9.9626 180.344 414.847
Tm /Ty8 1 Tf (0) Tj ET BT 10.08215 0 0 9.9626 185.326 414.847 Tm /Ty3 1 Tf
[ (,) -247 (with) -246 (Assumption) ] TJ ET /Cs1 cs 0.7 0.1 0.1 sc BT 10.08215 0 0 9.9626 259.7323 414.847
Tm /Ty3 1 Tf (3) Tj ET /Cs2 cs 0 sc BT 10.08215 0 0 9.9626 267.2536 414.847
Tm /Ty3 1 Tf (and) Tj ET BT 9.823124 0 0 9.9626 54.097 402.892 Tm /Ty3 1 Tf
[ (enfor) 38 (cing) -254 (the) -253 (in) 40 (variance) -253 (on) -254 (the)
-253 (semantic) -254 (featurizer) ] TJ ET BT 9.9626 0 0 9.9626 257.381 402.892
Tm /Ty11 1 Tf (f) Tj ET BT 6.9738 0 0 6.9738 262.259 401.398 Tm /Ty13 1 Tf
(s) Tj ET BT 9.823124 0 0 9.9626 266.517 402.892 Tm /Ty3 1 Tf [ (,) -254 (we)
] TJ ET BT 9.942675 0 0 9.9626 54.097 390.937 Tm /Ty3 1 Tf [ (tr) 15 (ansform)
-250 (the) -250 (vanilla) -250 (formulation) -250 (Eq.) -250 (\() ] TJ ET
/Cs1 cs 0.7 0.1 0.1 sc BT 9.942675 0 0 9.9626 209.1729 390.937 Tm /Ty3 1 Tf
(2) Tj ET /Cs2 cs 0 sc BT 9.942675 0 0 9.9626 214.1442 390.937 Tm /Ty3 1 Tf
[ (\)) -250 (to) -251 (t) 1 (h) -1 (e) -250 (following) ] TJ ET BT 9.9626 0 0 9.9626 54.097 378.982
Tm /Ty3 1 Tf [ (inequality-constr) 15 (ained) -250 (optimization) ] TJ ET
BT 8.9664 0 0 8.9664 60.853 361.651 Tm /Ty30 1 Tf (P) Tj ET BT 5.9776 0 0 5.9776 66.752 365.958
Tm /Ty31 1 Tf (!) Tj ET BT 8.9664 0 0 8.9664 73.629 361.651 Tm /Ty33 1 Tf
(!) Tj ET BT 0.0005 Tc 8.9664 0 0 8.9664 84.621 361.651 Tm /Ty20 1 Tf (min)
Tj 0 Tc ET BT 5.9776 0 0 5.9776 83.163 356.005 Tm /Ty23 1 Tf (f) Tj ET BT
4.9813 0 0 4.9813 86.754 355.009 Tm /Ty17 1 Tf (s) Tj ET BT 0.0003 Tc 5.9776 0 0 5.9776 90.59 356.005
Tm /Ty27 1 Tf (!) Tj /Ty26 1 Tf (F) Tj 0 Tc ET BT 8.9664 0 0 8.9664 103.68 361.651
Tm /Ty21 1 Tf (L) Tj ET BT 8.9664 0 0 8.9664 110.027 361.651 Tm /Ty20 1 Tf
(\() Tj ET BT 8.9664 0 0 8.9664 113.611 361.651 Tm /Ty19 1 Tf (f) Tj ET BT
5.9776 0 0 5.9776 118.084 360.654 Tm /Ty23 1 Tf (s) Tj ET BT 8.9664 0 0 8.9664 122.076 361.651
Tm /Ty20 1 Tf (\)) Tj ET BT 8.9664 0 0 8.9664 128.219 361.651 Tm /Ty33 1 Tf
(!) Tj ET BT 8.9664 0 0 8.9664 137.753 361.651 Tm /Ty12 1 Tf (E) Tj ET BT
5.9776 0 0 5.9776 143.731 360.256 Tm /Ty28 1 Tf (P) Tj ET BT 5.9776 0 0 5.9776 147.384 360.256
Tm /Ty29 1 Tf (\() Tj ET BT 0.0124 Tc 5.9776 0 0 5.9776 150.262 360.256 Tm
/Ty23 1 Tf [ (X,) 12 (Y) ] TJ 0 Tc ET BT 5.9776 0 0 5.9776 164.483 360.256
Tm /Ty29 1 Tf (\)) Tj ET BT 8.9664 0 0 8.9664 167.859 361.651 Tm /Ty24 1 Tf
(#) Tj ET BT 8.9664 0 0 8.9664 171.664 361.651 Tm /Ty20 1 Tf (\() Tj ET BT
8.9664 0 0 8.9664 175.248 361.651 Tm /Ty19 1 Tf (f) Tj ET BT 5.9776 0 0 5.9776 179.721 360.654
Tm /Ty23 1 Tf (s) Tj ET BT 8.9664 0 0 8.9664 183.713 361.651 Tm /Ty20 1 Tf
(\() Tj ET BT 8.9664 0 0 8.9664 187.297 361.651 Tm /Ty19 1 Tf (X) Tj ET BT
8.9664 0 0 8.9664 195.611 361.651 Tm /Ty20 1 Tf (\)) Tj ET BT 0.1715 Tc 8.9664 0 0 8.9664 199.194 361.651
Tm /Ty19 1 Tf (,Y) Tj 0 Tc ET BT 8.9664 0 0 8.9664 210.687 361.651 Tm /Ty20
1 Tf (\)) Tj ET BT 8.9664 0 0 8.9664 214.27 361.651 Tm /Ty19 1 Tf (,) Tj ET
BT 8.9664 0 0 8.9664 60.853 342.19 Tm /Ty2 1 Tf (s.t.) Tj ET BT 8.9664 0 0 8.9664 73.558 342.19
Tm /Ty19 1 Tf (d) Tj ET BT 8.9664 0 0 8.9664 78.333 342.19 Tm /Ty20 1 Tf (\()
Tj ET BT 8.9664 0 0 8.9664 81.916 342.19 Tm /Ty22 1 Tf (x) Tj ET BT 0.1715
Tc 8.9664 0 0 8.9664 87.516 342.19 Tm /Ty19 1 Tf (,D) Tj 0 Tc ET BT 8.9664 0 0 8.9664 99.467 342.19
Tm /Ty20 1 Tf (\() Tj ET BT 8.9664 0 0 8.9664 103.051 342.19 Tm /Ty19 1 Tf
(f) Tj ET BT 5.9776 0 0 5.9776 107.523 341.194 Tm /Ty23 1 Tf (s) Tj ET BT
8.9664 0 0 8.9664 111.515 342.19 Tm /Ty20 1 Tf (\() Tj ET BT 8.9664 0 0 8.9664 115.099 342.19
Tm /Ty22 1 Tf (x) Tj ET BT 8.9664 0 0 8.9664 120.699 342.19 Tm /Ty20 1 Tf
(;) Tj ET BT 8.9664 0 0 8.9664 124.795 342.19 Tm /Ty24 1 Tf (!) Tj ET BT 8.9664 0 0 8.9664 129.364 342.19
Tm /Ty20 1 Tf (\)) Tj ET BT 0.1715 Tc 8.9664 0 0 8.9664 132.948 342.19 Tm
/Ty19 1 Tf (,f) Tj 0 Tc ET BT 5.9776 0 0 5.9776 141.517 341.194 Tm /Ty23 1
Tf (v) Tj ET BT 8.9664 0 0 8.9664 145.965 342.19 Tm /Ty20 1 Tf (\() Tj ET
BT -0.6073 Tc 8.9664 0 0 8.9664 149.696 342.19 Tm /Ty22 1 Tf Tj 0 Tc
ET BT 8.9664 0 0 8.9664 155.149 342.19 Tm /Ty20 1 Tf (;) Tj ET BT 8.9664 0 0 8.9664 159.244 342.19
Tm /Ty24 1 Tf (") Tj ET BT 0.0007 Tc 8.9664 0 0 8.9664 164.729 342.19 Tm /Ty20
1 Tf (\)\)\)) Tj 0 Tc ET BT 8.9664 0 0 8.9664 178.04 342.19 Tm /Ty34 1 Tf
(!) Tj ET BT 0.0578 Tc 8.9664 0 0 8.9664 187.768 342.19 Tm /Ty24 1 Tf ($)
Tj /Ty19 1 Tf (,) Tj 0 Tc ET BT 8.9664 0 0 8.9664 199.377 342.19 Tm /Ty2 1
Tf (a.e.) Tj ET BT 8.9664 0 0 8.9664 214.064 342.19 Tm /Ty22 1 Tf (x) Tj ET
BT 8.9664 0 0 8.9664 219.663 342.19 Tm /Ty19 1 Tf (,) Tj ET BT -0.6073 Tc
8.9664 0 0 8.9664 223.906 342.19 Tm /Ty22 1 Tf Tj 0 Tc ET BT 8.9664 0 0 8.9664 231.919 342.19
Tm /Ty34 1 Tf (") Tj ET BT 8.9664 0 0 8.9664 241.646 342.19 Tm /Ty12 1 Tf
(P) Tj ET BT 8.9664 0 0 8.9664 247.125 342.19 Tm /Ty20 1 Tf (\() Tj ET BT
8.9664 0 0 8.9664 250.709 342.19 Tm /Ty19 1 Tf (X) Tj ET BT 8.9664 0 0 8.9664 259.023 342.19
Tm /Ty20 1 Tf (\)) Tj ET BT 8.9664 0 0 8.9664 262.607 342.19 Tm /Ty19 1 Tf
(.) Tj ET BT 8.9664 0 0 8.9664 271.922 352.145 Tm /Ty2 1 Tf (\(3\)) Tj ET
BT 10.16185 0 0 9.9626 62.067 322.036 Tm /Ty2 1 Tf [ (One) -266 (intriguing)
-265 (property) -266 (of) -266 (Eq.) -365 (\() ] TJ ET /Cs1 cs 0.7 0.1 0.1
sc BT 10.16185 0 0 9.9626 193.7036 322.036 Tm /Ty2 1 Tf (3) Tj ET /Cs2 cs
0 sc BT 10.16185 0 0 9.9626 198.7846 322.036 Tm /Ty2 1 Tf [ (\)) -266 (is)
-266 (that) -266 (learning) -265 (with) ] TJ ET BT 10.11204 0 0 9.9626 50.112 310.081
Tm /Ty2 1 Tf [ (inequality) -245 (constraints) ] TJ ET /Cs1 cs 0.7 0.1 0.1
sc BT 6.9738 0 0 6.9738 136.854 313.697 Tm /Ty2 1 Tf (1) Tj ET /Cs2 cs 0 sc
BT 10.11204 0 0 9.9626 143.319 310.081 Tm /Ty2 1 Tf [ (does) -245 (not) -245
(produce) -246 (additional) -245 (sample) ] TJ ET BT 10.16185 0 0 9.9626 50.112 298.126
Tm /Ty2 1 Tf [ (comple) 15 (xity) -284 (o) 15 (v) 15 (erhead) -283 (under)
-284 (some) -283 (re) 15 (gularity) -283 (conditions) -284 (on) ] TJ ET BT
9.803198 0 0 9.9626 50.112 286.171 Tm /Ty2 1 Tf [ (the) -253 (loss) -254 (function)
] TJ ET BT 9.9626 0 0 9.9626 117.47 286.171 Tm /Ty18 1 Tf (#) Tj ET BT 9.803198 0 0 9.9626 124.104 286.171
Tm /Ty2 1 Tf ([) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 127.369 286.171
Tm /Ty2 1 Tf (15) Tj ET /Cs2 cs 0 sc BT 9.803198 0 0 9.9626 137.332 286.171
Tm /Ty2 1 Tf [ (].) -315 (Ho) 26 (we) 25 (v) 15 (er) 41 (,) -254 (it) -253
(is) -253 (dif) 25 (cult) -254 (to) -253 (satisfy) -253 (the) ] TJ ET BT
9.982525 0 0 9.9626 50.112 274.216 Tm /Ty2 1 Tf [ (strictness) -249 (and)
-249 (pro) 15 (vide) -249 (theoretical) -249 (guarantees) -249 (for) -248
(learning) -249 (in) ] TJ ET BT 9.763348 0 0 9.9626 50.112 262.261 Tm /Ty2
1 Tf [ (practical) -234 (cases.) -310 (In) -234 (the) -234 (follo) 25 (wing)
-234 (section,) -238 (with) -235 (the) -234 (parameteri-) ] TJ ET BT 9.773311 0 0 9.9626 50.112 250.305
Tm /Ty2 1 Tf [ (zation) -256 (and) -256 (saddle-point) -256 (condition,) -257
(we) -256 (can) -256 (relax) -256 (the) -256 (in) 41 (v) 25 (ariant) ] TJ
ET BT 9.763348 0 0 9.9626 50.112 238.35 Tm /Ty2 1 Tf [ (constraint) -226 (and)
-226 (obtain) -225 (a) -226 (v) 15 (ersion) -226 (that) -225 (is) -226 (amenable)
-226 (to) -226 (a) -225 (pro) 15 (v) 25 (able) ] TJ ET BT 9.9626 0 0 9.9626 50.112 226.395
Tm /Ty2 1 Tf [ (P) 92 (A) 40 (C) -250 (learning) -250 (frame) 25 (w) 10 (ork.)
] TJ ET BT 10.9589 0 0 10.9589 50.112 208.283 Tm /Ty1 1 Tf [ (3.2.) -250 (P)
10 (arameterization) ] TJ ET BT 9.763348 0 0 9.9626 62.067 190.35 Tm /Ty2
1 Tf [ (W) 82 (e) -227 -226 (discuss) -226 (ho) 25 (w) -226 (to) -227
(parameterize) -226 (the) -226 (learnable) -227 (compo-) ] TJ ET BT 9.982525 0 0 9.9626 50.112 178.395
Tm /Ty2 1 Tf [ (nents) -250 (in) -251 (DDG.) -250 (The) -251 (DG) -250 (problem)
-251 (\(Eq.) ] TJ ET BT 9.9626 0 0 9.9626 200.689 178.395 Tm /Ty2 1 Tf (\()
Tj ET /Cs1 cs 0.7 0.1 0.1 sc BT 9.9626 0 0 9.9626 204.0065 178.395 Tm /Ty2
1 Tf (3) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 208.9878 178.395 Tm /Ty2
1 Tf (\)) Tj ET BT 9.982525 0 0 9.9626 212.306 178.395 Tm /Ty2 1 Tf [ (\))
-250 (yields) -251 (an) -250 (innite-) ] TJ ET BT 9.763348 0 0 9.9626 50.112 166.44
Tm /Ty2 1 Tf [ (dimensional) -221 (optimization.) -304 (A) ] TJ ET BT 9.763348 0 0 9.9626 163.984 166.44
Tm /Ty3 1 Tf [ (de) -221 (facto) ] TJ ET BT 9.763348 0 0 9.9626 197.038 166.44
Tm /Ty2 1 Tf [ (w) 10 (ay) -220 (to) -221 (enable) -221 (tractable) ] TJ ET
BT 9.853011 0 0 9.9626 50.112 154.485 Tm /Ty2 1 Tf [ (optimization) -251 (is)
-252 (using) -251 (nite-dimensional) -251 (parameterization) -251 (of) ]
TJ ET BT 9.9626 0 0 9.9626 50.112 142.53 Tm /Ty6 1 Tf (F) Tj ET BT 10.16185 0 0 9.9626 61.016 142.53
Tm /Ty2 1 Tf [ (lik) 10 (e) -271 (neural) -271 (netw) 10 (orks) -271 ([) ]
TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 150.351 142.53 Tm /Ty2
1 Tf (33) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 160.314 142.53 Tm /Ty2
1 Tf [ (]) -271 (or) -271 (reproducing) -271 (k) 10 (ernel) -271 (Hilbert)
] TJ ET BT 9.942675 0 0 9.9626 50.112 130.574 Tm /Ty2 1 Tf [ (spaces) -251
(\(RKHS\)) -251 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 117.504 130.574
Tm /Ty2 1 Tf (9) Tj ET /Cs2 cs 0 sc BT 9.942675 0 0 9.9626 122.485 130.574
Tm /Ty2 1 Tf [ (].) -312 (T) 80 (o) -251 (further) -251 (discuss) -251 (the)
-251 (parameterization) ] TJ ET BT 9.833086 0 0 9.9626 50.112 118.619 Tm /Ty2
1 Tf [ (g) 5 (ap,) -255 (we) -254 (formalize) -255 (the) -254 (approximation)
-255 (po) 25 (wer) -254 (of) -255 (such) -254 (parame-) ] TJ ET BT 9.9626 0 0 9.9626 50.112 106.664
Tm /Ty2 1 Tf [ (terization) -250 (by) -250 (the) -250 (follo) 25 (wing) -250
(denition) -250 (of) ] TJ ET BT 9.9626 0 0 9.9626 209.811 106.664 Tm /Ty18
1 Tf (%) Tj ET BT 9.9626 0 0 9.9626 213.855 106.664 Tm /Ty2 1 Tf (-parameterization.)
Tj ET 0.398 w 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 (1) Tj ET BT 8.129502 0 0 7.9701 64.458 90.465 Tm /Ty2 1 Tf [
(W) 78 (e) -341 (simply) -341 (enforce) -341 (one) -341 (constraint) -342
(based) -341 (on) -341 (prior) -341 (kno) 24 (wledge) -341 (about) ] TJ ET
BT 7.9701 0 0 7.9701 50.112 81 Tm /Ty2 1 Tf [ (semantic) -250 (in) 40 (v)
25 (ariance) -250 (and) -250 (lea) 20 (v) 15 (e) -250 (other) -250 (design)
-250 (choices) -250 (as) -250 (future) -250 (w) 10 (ork.) ] TJ ET /Cs1 cs
0.94 0.94 0.94 sc 308.862 620.165 236.25 99.835 re f /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 312.847 708.354
Tm /Ty1 1 Tf [ (Denition) -250 (4) ] TJ ET BT 9.763348 0 0 9.9626 367.372 708.354
Tm /Ty3 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 370.623 708.354 Tm /Ty18 1 Tf
(%) Tj ET BT 9.763348 0 0 9.9626 374.667 708.354 Tm /Ty3 1 Tf [ (-par) 15
(ameterization\)) -236 (Let) ] TJ ET BT 0.2875 Tc 9.9626 0 0 9.9626 465.378 708.354
Tm /Ty6 1 Tf (H) Tj /Ty7 1 Tf ($) Tj 0 Tc ET BT 9.9626 0 0 9.9626 487.172 708.354
Tm /Ty12 1 Tf (R) Tj ET BT 6.9738 0 0 6.9738 494.367 711.969 Tm /Ty13 1 Tf
(p) Tj ET BT 9.763348 0 0 9.9626 501.283 708.354 Tm /Ty3 1 Tf [ (be) -237
(a) -236 (nite-) ] TJ ET BT 10.16185 0 0 9.9626 312.847 696.399 Tm /Ty3 1
Tf [ (dimensional) -282 (par) 15 (ameter) -282 (space) 15 (.) -414 (F) 103
(or) ] TJ ET BT 0.3479 Tc 9.9626 0 0 9.9626 457.238 696.399 Tm /Ty18 1 Tf
(%) Tj /Ty11 1 Tf (>) Tj 0 Tc ET BT 9.9626 0 0 9.9626 475.948 696.399 Tm /Ty8
1 Tf (0) Tj ET BT 10.16185 0 0 9.9626 480.929 696.399 Tm /Ty3 1 Tf [ (,) -291
(a) -282 (function) ] TJ ET BT 9.9626 0 0 9.9626 530.546 696.399 Tm /Ty11
1 Tf (h) Tj ET BT 9.9626 0 0 9.9626 539.744 696.399 Tm /Ty8 1 Tf (:) Tj ET
BT 0.2845 Tc 9.9626 0 0 9.9626 312.847 684.443 Tm /Ty6 1 Tf (H) Tj /Ty7 1
Tf [ (%) 9 ] TJ /Ty6 1 Tf [ (X) -271 ] TJ /Ty7 1 Tf [ (') -125 ] TJ /Ty6 1
Tf (Y) Tj 0 Tc ET BT 10.16185 0 0 9.9626 371.929 684.443 Tm /Ty3 1 Tf [ (is)
-315 (an) ] TJ ET BT 9.9626 0 0 9.9626 395.261 684.443 Tm /Ty18 1 Tf (%) Tj
ET BT 10.16185 0 0 9.9626 399.305 684.443 Tm /Ty3 1 Tf [ (-par) 15 (ameterization)
-315 (of) ] TJ ET BT 9.9626 0 0 9.9626 486.843 684.443 Tm /Ty6 1 Tf (F) Tj
ET BT 10.16185 0 0 9.9626 498.189 684.443 Tm /Ty3 1 Tf [ (if) -315 (for) -314
(eac) 15 (h) ] TJ ET BT 9.9626 0 0 9.9626 312.847 672.488 Tm /Ty11 1 Tf (f)
Tj ET BT 6.9738 0 0 6.9738 317.725 670.994 Tm /Ty13 1 Tf (s) Tj ET BT 0.1678
Tc 9.9626 0 0 9.9626 321.983 672.488 Tm /Ty11 1 Tf (,f) Tj 0 Tc ET BT 6.9738 0 0 6.9738 331.288 670.994
Tm /Ty13 1 Tf (v) Tj ET BT 0.2787 Tc 9.9626 0 0 9.9626 338.789 672.488 Tm
/Ty7 1 Tf (") Tj /Ty6 1 Tf (F) Tj 0 Tc ET BT 9.9626 0 0 9.9626 356.348 672.488
Tm /Ty3 1 Tf [ (,) -250 (ther) 37 (e) -250 (e) 20 (xist) -250 (par) 15 (ameter)
10 (s) ] TJ ET BT 0.0284 Tc 9.9626 0 0 9.9626 452.098 672.488 Tm /Ty18 1 Tf
(!) Tj /Ty11 1 Tf [ (,) -138 ] TJ /Ty18 1 Tf (") Tj 0 Tc ET BT 0.2787 Tc 9.9626 0 0 9.9626 470.183 672.488
Tm /Ty7 1 Tf (") Tj /Ty6 1 Tf (H) Tj 0 Tc ET BT 9.9626 0 0 9.9626 490.592 672.488
Tm /Ty3 1 Tf [ (suc) 15 (h) -250 (that) ] TJ ET BT 8.9664 0 0 8.9664 312.847 656.13
Tm /Ty12 1 Tf (E) Tj ET BT 5.9776 0 0 5.9776 318.825 654.735 Tm /Ty35 1 Tf
(x) Tj ET BT 5.9776 0 0 5.9776 323.194 654.735 Tm /Ty27 1 Tf (") Tj ET BT
5.9776 0 0 5.9776 328.95 654.735 Tm /Ty23 1 Tf (P) Tj ET BT 5.9776 0 0 5.9776 334.581 654.735
Tm /Ty29 1 Tf (\() Tj ET BT 5.9776 0 0 5.9776 337.459 654.735 Tm /Ty23 1 Tf
(X) Tj ET BT 5.9776 0 0 5.9776 343.907 654.735 Tm /Ty29 1 Tf (\)) Tj ET BT
8.9664 0 0 8.9664 347.284 656.13 Tm /Ty34 1 Tf (#) Tj ET BT 8.9664 0 0 8.9664 351.891 656.13
Tm /Ty19 1 Tf (h) Tj ET BT 5.9776 0 0 5.9776 357.201 655.134 Tm /Ty23 1 Tf
(s) Tj ET BT 8.9664 0 0 8.9664 361.193 656.13 Tm /Ty20 1 Tf (\() Tj ET BT
8.9664 0 0 8.9664 364.777 656.13 Tm /Ty22 1 Tf (x) Tj ET BT 8.9664 0 0 8.9664 370.377 656.13
Tm /Ty20 1 Tf (;) Tj ET BT 8.9664 0 0 8.9664 374.472 656.13 Tm /Ty24 1 Tf
(!) Tj ET BT 8.9664 0 0 8.9664 379.042 656.13 Tm /Ty20 1 Tf (\)) Tj ET BT
8.9664 0 0 8.9664 384.674 656.13 Tm /Ty34 1 Tf ($) Tj ET BT 8.9664 0 0 8.9664 393.889 656.13
Tm /Ty19 1 Tf (f) Tj ET BT 5.9776 0 0 5.9776 398.362 655.134 Tm /Ty23 1 Tf
(s) Tj ET BT 8.9664 0 0 8.9664 402.354 656.13 Tm /Ty20 1 Tf (\() Tj ET BT
8.9664 0 0 8.9664 405.938 656.13 Tm /Ty22 1 Tf (x) Tj ET BT 8.9664 0 0 8.9664 411.537 656.13
Tm /Ty20 1 Tf (\)) Tj ET BT 8.9664 0 0 8.9664 415.121 656.13 Tm /Ty34 1 Tf
(#) Tj ET BT 5.9776 0 0 5.9776 419.729 655.134 Tm /Ty27 1 Tf (#) Tj ET BT
8.9664 0 0 8.9664 430.093 656.13 Tm /Ty34 1 Tf (!) Tj ET BT 8.9664 0 0 8.9664 439.82 656.13
Tm /Ty24 1 Tf (%) Tj ET BT 5.9776 0 0 5.9776 443.554 655.134 Tm /Ty23 1 Tf
(s) Tj ET BT 8.9664 0 0 8.9664 447.546 656.13 Tm /Ty19 1 Tf (,) Tj ET BT 8.9664 0 0 8.9664 312.847 642.182
Tm /Ty12 1 Tf (E) Tj ET BT 5.9776 0 0 5.9776 318.825 640.787 Tm /Ty35 1 Tf
(x) Tj ET BT 5.9776 0 0 5.9776 323.194 640.787 Tm /Ty27 1 Tf (") Tj ET BT
5.9776 0 0 5.9776 328.95 640.787 Tm /Ty23 1 Tf (P) Tj ET BT 5.9776 0 0 5.9776 334.581 640.787
Tm /Ty29 1 Tf (\() Tj ET BT 5.9776 0 0 5.9776 337.459 640.787 Tm /Ty23 1 Tf
(X) Tj ET BT 5.9776 0 0 5.9776 343.907 640.787 Tm /Ty29 1 Tf (\)) Tj ET BT
8.9664 0 0 8.9664 347.284 642.182 Tm /Ty34 1 Tf (#) Tj ET BT 8.9664 0 0 8.9664 351.891 642.182
Tm /Ty19 1 Tf (h) Tj ET BT 5.9776 0 0 5.9776 357.201 641.186 Tm /Ty23 1 Tf
(v) Tj ET BT 8.9664 0 0 8.9664 361.65 642.182 Tm /Ty20 1 Tf (\() Tj ET BT
8.9664 0 0 8.9664 365.233 642.182 Tm /Ty22 1 Tf (x) Tj ET BT 8.9664 0 0 8.9664 370.833 642.182
Tm /Ty20 1 Tf (;) Tj ET BT 8.9664 0 0 8.9664 374.929 642.182 Tm /Ty24 1 Tf
(") Tj ET BT 8.9664 0 0 8.9664 380.414 642.182 Tm /Ty20 1 Tf (\)) Tj ET BT
8.9664 0 0 8.9664 386.046 642.182 Tm /Ty34 1 Tf ($) Tj ET BT 8.9664 0 0 8.9664 395.261 642.182
Tm /Ty19 1 Tf (f) Tj ET BT 5.9776 0 0 5.9776 399.734 641.186 Tm /Ty23 1 Tf
(v) Tj ET BT 8.9664 0 0 8.9664 404.182 642.182 Tm /Ty20 1 Tf (\() Tj ET BT
8.9664 0 0 8.9664 407.766 642.182 Tm /Ty22 1 Tf (x) Tj ET BT 8.9664 0 0 8.9664 413.366 642.182
Tm /Ty20 1 Tf (\)) Tj ET BT 8.9664 0 0 8.9664 416.95 642.182 Tm /Ty34 1 Tf
(#) Tj ET BT 5.9776 0 0 5.9776 421.557 641.186 Tm /Ty27 1 Tf (#) Tj ET BT
8.9664 0 0 8.9664 431.921 642.182 Tm /Ty34 1 Tf (!) Tj ET BT 8.9664 0 0 8.9664 441.648 642.182
Tm /Ty24 1 Tf (%) Tj ET BT 5.9776 0 0 5.9776 445.382 641.186 Tm /Ty23 1 Tf
(v) Tj ET BT 8.9664 0 0 8.9664 449.831 642.182 Tm /Ty19 1 Tf (,) Tj ET BT
8.9664 0 0 8.9664 312.847 628.235 Tm /Ty12 1 Tf (E) Tj ET BT 5.9776 0 0 5.9776 318.825 626.84
Tm /Ty35 1 Tf (x) Tj ET BT 5.9776 0 0 5.9776 323.194 626.84 Tm /Ty23 1 Tf
(,) Tj ET BT -0.7115 Tc 5.9776 0 0 5.9776 325.576 626.84 Tm /Ty35 1 Tf
Tj 0 Tc ET BT 5.9776 0 0 5.9776 329.833 626.84 Tm /Ty27 1 Tf (") Tj ET BT
5.9776 0 0 5.9776 335.589 626.84 Tm /Ty23 1 Tf (P) Tj ET BT 5.9776 0 0 5.9776 341.22 626.84
Tm /Ty29 1 Tf (\() Tj ET BT 5.9776 0 0 5.9776 344.098 626.84 Tm /Ty23 1 Tf
(X) Tj ET BT 5.9776 0 0 5.9776 350.546 626.84 Tm /Ty29 1 Tf (\)) Tj ET BT
8.9664 0 0 8.9664 353.922 628.235 Tm /Ty34 1 Tf (#) Tj ET BT 8.9664 0 0 8.9664 358.53 628.235
Tm /Ty19 1 Tf (D) Tj ET BT 8.9664 0 0 8.9664 366.385 628.235 Tm /Ty20 1 Tf
(\() Tj ET BT 8.9664 0 0 8.9664 369.969 628.235 Tm /Ty19 1 Tf (h) Tj ET BT
5.9776 0 0 5.9776 375.279 627.238 Tm /Ty23 1 Tf (s) Tj ET BT 8.9664 0 0 8.9664 379.271 628.235
Tm /Ty20 1 Tf (\() Tj ET BT 8.9664 0 0 8.9664 382.855 628.235 Tm /Ty22 1 Tf
(x) Tj ET BT 8.9664 0 0 8.9664 388.454 628.235 Tm /Ty20 1 Tf (;) Tj ET BT
8.9664 0 0 8.9664 392.55 628.235 Tm /Ty24 1 Tf (!) Tj ET BT 8.9664 0 0 8.9664 397.12 628.235
Tm /Ty20 1 Tf (\)) Tj ET BT 0.1715 Tc 8.9664 0 0 8.9664 400.704 628.235 Tm
/Ty19 1 Tf (,h) Tj 0 Tc ET BT 5.9776 0 0 5.9776 410.109 627.238 Tm /Ty23 1
Tf (v) Tj ET BT 8.9664 0 0 8.9664 414.558 628.235 Tm /Ty20 1 Tf (\() Tj ET
BT -0.6073 Tc 8.9664 0 0 8.9664 418.289 628.235 Tm /Ty22 1 Tf Tj 0 Tc
ET BT 8.9664 0 0 8.9664 423.741 628.235 Tm /Ty20 1 Tf (;) Tj ET BT 8.9664 0 0 8.9664 427.837 628.235
Tm /Ty24 1 Tf (") Tj ET BT 0.0007 Tc 8.9664 0 0 8.9664 433.322 628.235 Tm
/Ty20 1 Tf (\)\)) Tj 0 Tc ET BT 8.9664 0 0 8.9664 442.537 628.235 Tm /Ty34
1 Tf ($) Tj ET BT 8.9664 0 0 8.9664 451.753 628.235 Tm /Ty19 1 Tf (D) Tj ET
BT 8.9664 0 0 8.9664 459.608 628.235 Tm /Ty20 1 Tf (\() Tj ET BT 8.9664 0 0 8.9664 463.192 628.235
Tm /Ty19 1 Tf (f) Tj ET BT 5.9776 0 0 5.9776 467.664 627.238 Tm /Ty23 1 Tf
(s) Tj ET BT 8.9664 0 0 8.9664 471.656 628.235 Tm /Ty20 1 Tf (\() Tj ET BT
8.9664 0 0 8.9664 475.24 628.235 Tm /Ty22 1 Tf (x) Tj ET BT 8.9664 0 0 8.9664 480.84 628.235
Tm /Ty20 1 Tf (\)) Tj ET BT 0.1715 Tc 8.9664 0 0 8.9664 484.424 628.235 Tm
/Ty19 1 Tf (,f) Tj 0 Tc ET BT 5.9776 0 0 5.9776 492.992 627.238 Tm /Ty23 1
Tf (v) Tj ET BT 8.9664 0 0 8.9664 497.441 628.235 Tm /Ty20 1 Tf (\() Tj ET
BT -0.6073 Tc 8.9664 0 0 8.9664 501.172 628.235 Tm /Ty22 1 Tf Tj 0 Tc
ET BT 0.0007 Tc 8.9664 0 0 8.9664 506.624 628.235 Tm /Ty20 1 Tf (\)\)) Tj
0 Tc ET BT 8.9664 0 0 8.9664 513.792 628.235 Tm /Ty34 1 Tf (#) Tj ET BT 5.9776 0 0 5.9776 518.399 627.238
Tm /Ty29 1 Tf (2) Tj ET BT 8.9664 0 0 8.9664 525.11 628.235 Tm /Ty34 1 Tf
(!) Tj ET BT 8.9664 0 0 8.9664 534.838 628.235 Tm /Ty24 1 Tf (%) Tj ET BT
5.9776 0 0 5.9776 538.571 627.238 Tm /Ty23 1 Tf (g) Tj ET BT 8.9664 0 0 8.9664 542.917 628.235
Tm /Ty19 1 Tf (.) Tj ET BT 10.16185 0 0 9.9626 320.817 606.757 Tm /Ty2 1 Tf
[ (W) 39 (ith) -253 (the) -253 (help) -253 (of) ] TJ ET BT 9.9626 0 0 9.9626 389.41 606.757
Tm /Ty18 1 Tf (%) Tj ET BT 10.16185 0 0 9.9626 393.454 606.757 Tm /Ty2 1 Tf
[ (-parameterization,) -255 (tractable) -253 (optimiza-) ] TJ ET BT 9.763348 0 0 9.9626 308.862 594.802
Tm /Ty2 1 Tf [ (tion) -243 (can) -242 (be) -243 (performed) -243 (o) 15 (v)
16 (er) -243 (nite-dimensional) -243 (parameterized) ] TJ ET BT 9.763348 0 0 9.9626 308.862 582.847
Tm /Ty2 1 Tf [ (space.) -308 (Note) -230 (that) -230 (a) -230 (re) 15 (gularity)
-230 (condition) -230 (about) ] TJ ET BT 9.9626 0 0 9.9626 483.824 582.847
Tm /Ty11 1 Tf (D) Tj ET BT 9.763348 0 0 9.9626 494.596 582.847 Tm /Ty2 1 Tf
[ (is) -230 (introduced) ] TJ ET BT 10.16185 0 0 9.9626 308.862 570.892 Tm
/Ty2 1 Tf [ (to) -278 (allo) 24 (w) -278 (DDG) -278 (to) -278 (f) 9 (aithfully)
-278 (reconstruct) -278 (inputs) -278 (under) -278 (nite-) ] TJ ET BT 10.09211 0 0 9.9626 308.862 558.937
Tm /Ty2 1 Tf [ (dimensional) -245 (parameterization.) -306 (W) 40 (ith) -246
(the) -245 (abo) 14 (v) 15 (e) -245 (formulation) ] TJ ET BT 9.952637 0 0 9.9626 308.862 546.981
Tm /Ty2 1 Tf [ (and) -250 (to) -249 (pro) 15 (vide) -250 (guarantees) -250
(for) -250 (t) 1 (he) -250 (DG) -250 (problem,) -250 (we) -249 (consider)
] TJ ET BT 9.9626 0 0 9.9626 308.862 535.026 Tm /Ty2 1 Tf [ (a) -250 (corresponding)
-250 (saddle-point) -250 (problem) -250 (as) -250 (follo) 25 (ws:) ] TJ ET
BT 8.9664 0 0 8.9664 349.611 517.335 Tm /Ty30 1 Tf (D) Tj ET BT 5.9776 0 0 5.9776 356.498 521.642
Tm /Ty27 1 Tf ($) Tj ET BT 5.9776 0 0 5.9776 355.888 515.757 Tm /Ty31 1 Tf
(") Tj ET BT 8.9664 0 0 8.9664 360.815 517.335 Tm /Ty20 1 Tf (\() Tj ET BT
8.9664 0 0 8.9664 364.399 517.335 Tm /Ty24 1 Tf ($) Tj ET BT 8.9664 0 0 8.9664 369.67 517.335
Tm /Ty20 1 Tf (\)) Tj ET BT 8.9664 0 0 8.9664 375.814 517.335 Tm /Ty33 1 Tf
(!) Tj ET BT 0.0005 Tc 8.9664 0 0 8.9664 385.347 517.335 Tm /Ty20 1 Tf (max)
Tj 0 Tc ET BT 5.9776 0 0 5.9776 391.723 511.689 Tm /Ty31 1 Tf (#) Tj ET BT
0.0005 Tc 8.9664 0 0 8.9664 407.225 517.335 Tm /Ty20 1 Tf (min) Tj 0 Tc ET
BT 0.0323 Tc 5.9776 0 0 5.9776 404.034 511.689 Tm /Ty31 1 Tf ($) Tj /Ty23
1 Tf [ (,) 32 ] TJ /Ty31 1 Tf (%) Tj 0 Tc ET BT 0.0003 Tc 5.9776 0 0 5.9776 414.462 511.689
Tm /Ty27 1 Tf (!) Tj /Ty26 1 Tf (H) Tj 0 Tc ET BT 8.9664 0 0 8.9664 427.311 517.335
Tm /Ty21 1 Tf (L) Tj ET BT 8.9664 0 0 8.9664 433.659 517.335 Tm /Ty20 1 Tf
(\() Tj ET BT 8.9664 0 0 8.9664 437.242 517.335 Tm /Ty24 1 Tf (!) Tj ET BT
0.2287 Tc 8.9664 0 0 8.9664 441.812 517.335 Tm /Ty20 1 Tf (\)+) Tj 0 Tc ET
BT 8.9664 0 0 8.9664 456.659 517.335 Tm /Ty24 1 Tf (&) Tj ET BT 8.9664 0 0 8.9664 462.035 517.335
Tm /Ty21 1 Tf (L) Tj ET BT 0.0001 Tc 5.9776 0 0 5.9776 468.382 516.338 Tm
/Ty23 1 Tf (con) Tj 0 Tc ET BT 8.9664 0 0 8.9664 480.485 517.335 Tm /Ty20
1 Tf (\() Tj ET BT 0.0281 Tc 8.9664 0 0 8.9664 484.069 517.335 Tm /Ty24 1
Tf (!) Tj /Ty19 1 Tf [ (,) -144 ] TJ /Ty24 1 Tf (") Tj 0 Tc ET BT 8.9664 0 0 8.9664 498.219 517.335
Tm /Ty20 1 Tf (\)) Tj ET BT 8.9664 0 0 8.9664 501.803 517.335 Tm /Ty19 1 Tf
(,) Tj ET BT 8.9664 0 0 8.9664 534.657 517.335 Tm /Ty2 1 Tf (\(4\)) Tj ET
BT 9.9626 0 0 9.9626 308.503 495.007 Tm /Ty2 1 Tf [ (where) -250 (the) -250
(constraint-related) -250 (risk) -250 (is) -250 (dened) -250 (as) ] TJ ET
BT 8.9664 0 0 8.9664 316.516 477.615 Tm /Ty21 1 Tf (L) Tj ET BT 0.0001 Tc
5.9776 0 0 5.9776 322.863 476.618 Tm /Ty23 1 Tf (con) Tj 0 Tc ET BT 8.9664 0 0 8.9664 334.966 477.615
Tm /Ty20 1 Tf (\() Tj ET BT 0.0291 Tc 8.9664 0 0 8.9664 338.55 477.615 Tm
/Ty24 1 Tf (!) Tj /Ty19 1 Tf [ (,) -142 ] TJ /Ty24 1 Tf (") Tj 0 Tc ET BT
0.2857 Tc 8.9664 0 0 8.9664 352.7 477.615 Tm /Ty20 1 Tf (\)=) Tj 0 Tc ET BT
8.9664 0 0 8.9664 368.571 477.615 Tm /Ty12 1 Tf (E) Tj ET BT 5.9776 0 0 5.9776 374.549 476.22
Tm /Ty35 1 Tf (x) Tj ET BT 5.9776 0 0 5.9776 378.918 476.22 Tm /Ty23 1 Tf
(,) Tj ET BT -0.7115 Tc 5.9776 0 0 5.9776 381.3 476.22 Tm /Ty35 1 Tf
Tj 0 Tc ET BT 5.9776 0 0 5.9776 385.557 476.22 Tm /Ty27 1 Tf (") Tj ET BT
5.9776 0 0 5.9776 391.313 476.22 Tm /Ty23 1 Tf (P) Tj ET BT 5.9776 0 0 5.9776 396.944 476.22
Tm /Ty29 1 Tf (\() Tj ET BT 5.9776 0 0 5.9776 399.822 476.22 Tm /Ty23 1 Tf
(X) Tj ET BT 5.9776 0 0 5.9776 406.27 476.22 Tm /Ty29 1 Tf (\)) Tj ET BT 8.9664 0 0 8.9664 409.647 477.615
Tm /Ty20 1 Tf ([) Tj ET BT 8.9664 0 0 8.9664 412.206 477.615 Tm /Ty19 1 Tf
(d) Tj ET BT 8.9664 0 0 8.9664 416.981 477.615 Tm /Ty20 1 Tf (\() Tj ET BT
8.9664 0 0 8.9664 420.565 477.615 Tm /Ty22 1 Tf (x) Tj ET BT 0.1715 Tc 8.9664 0 0 8.9664 426.165 477.615
Tm /Ty19 1 Tf (,D) Tj 0 Tc ET BT 8.9664 0 0 8.9664 438.115 477.615 Tm /Ty20
1 Tf (\() Tj ET BT 8.9664 0 0 8.9664 441.699 477.615 Tm /Ty19 1 Tf (h) Tj
ET BT 5.9776 0 0 5.9776 447.009 476.618 Tm /Ty23 1 Tf (s) Tj ET BT 8.9664 0 0 8.9664 451.001 477.615
Tm /Ty20 1 Tf (\() Tj ET BT 8.9664 0 0 8.9664 454.585 477.615 Tm /Ty22 1 Tf
(x) Tj ET BT 8.9664 0 0 8.9664 460.185 477.615 Tm /Ty20 1 Tf (;) Tj ET BT
8.9664 0 0 8.9664 464.28 477.615 Tm /Ty24 1 Tf (!) Tj ET BT 8.9664 0 0 8.9664 468.85 477.615
Tm /Ty20 1 Tf (\)) Tj ET BT 0.1715 Tc 8.9664 0 0 8.9664 472.434 477.615 Tm
/Ty19 1 Tf (,h) Tj 0 Tc ET BT 5.9776 0 0 5.9776 481.839 476.618 Tm /Ty23 1
Tf (v) Tj ET BT 8.9664 0 0 8.9664 486.288 477.615 Tm /Ty20 1 Tf (\() Tj ET
BT -0.6073 Tc 8.9664 0 0 8.9664 490.019 477.615 Tm /Ty22 1 Tf Tj 0 Tc
ET BT 8.9664 0 0 8.9664 495.471 477.615 Tm /Ty20 1 Tf (;) Tj ET BT 8.9664 0 0 8.9664 499.567 477.615
Tm /Ty24 1 Tf (") Tj ET BT 0.0007 Tc 8.9664 0 0 8.9664 505.052 477.615 Tm
/Ty20 1 Tf (\)\)\)) Tj 0 Tc ET BT 8.9664 0 0 8.9664 517.851 477.615 Tm /Ty34
1 Tf ($) Tj ET BT 8.9664 0 0 8.9664 527.067 477.615 Tm /Ty24 1 Tf ($) Tj ET
BT 8.9664 0 0 8.9664 532.338 477.615 Tm /Ty20 1 Tf (]) Tj ET BT 8.9664 0 0 8.9664 534.898 477.615
Tm /Ty19 1 Tf (.) Tj ET BT 10.16185 0 0 9.9626 308.553 458.628 Tm /Ty2 1 Tf
[ (The) -278 (challenge) -278 (for) -279 (the) -278 (parameterized) -278 (problem)
-278 (\() ] TJ ET /Cs1 cs 0.7 0.1 0.1 sc BT 10.16185 0 0 9.9626 499.3316 458.628
Tm /Ty2 1 Tf (4) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 504.4125 458.628
Tm /Ty2 1 Tf [ (\)) -278 (is) -279 (the) -278 (in-) ] TJ ET BT 10.10208 0 0 9.9626 308.862 446.673
Tm /Ty2 1 Tf [ (accessability) -246 (of) -247 (the) -246 (ground) -246 (truth)
-247 (data) -246 (distrib) 20 (ution) ] TJ ET BT 9.9626 0 0 9.9626 509.585 446.673
Tm /Ty12 1 Tf (P) Tj ET BT 9.9626 0 0 9.9626 515.673 446.673 Tm /Ty8 1 Tf
(\() Tj ET BT 0.0235 Tc 9.9626 0 0 9.9626 519.548 446.673 Tm /Ty11 1 Tf [
(X,) -144 (Y) ] TJ 0 Tc ET BT 9.9626 0 0 9.9626 540.455 446.673 Tm /Ty8 1
Tf (\)) Tj ET BT 10.10208 0 0 9.9626 544.33 446.673 Tm /Ty2 1 Tf (.) Tj ET
BT 10.16185 0 0 9.9626 308.553 434.717 Tm /Ty2 1 Tf [ (T) 78 (o) -283 (address)
-283 (it,) -292 (we) -283 (resort) -283 (to) -283 (a) -283 (corresponding)
-283 (empirical) -283 (dual) ] TJ ET BT 9.9626 0 0 9.9626 308.862 422.762
Tm /Ty2 1 Tf [ (problem) -250 (using) -250 (nite) ] TJ ET BT 9.9626 0 0 9.9626 391.611 422.762
Tm /Ty11 1 Tf (n) Tj ET BT 9.9626 0 0 9.9626 400.081 422.762 Tm /Ty2 1 Tf
[ (empirical) -250 (training) -250 (samples:) ] TJ ET BT 8.9664 0 0 8.9664 318.254 404.383
Tm /Ty30 1 Tf (D) Tj ET BT 5.9776 0 0 5.9776 325.14 408.691 Tm /Ty27 1 Tf
($) Tj ET BT 0.0003 Tc 5.9776 0 0 5.9776 324.53 402.806 Tm /Ty31 1 Tf (")
Tj /Ty23 1 Tf (,n) Tj 0 Tc ET BT 8.9664 0 0 8.9664 335.026 404.383 Tm /Ty20
1 Tf (\() Tj ET BT 8.9664 0 0 8.9664 338.61 404.383 Tm /Ty24 1 Tf ($) Tj ET
BT 8.9664 0 0 8.9664 343.882 404.383 Tm /Ty20 1 Tf (\)) Tj ET BT 8.9664 0 0 8.9664 350.025 404.383
Tm /Ty33 1 Tf (!) Tj ET BT 0.0005 Tc 8.9664 0 0 8.9664 359.559 404.383 Tm
/Ty20 1 Tf (max) Tj 0 Tc ET BT 5.9776 0 0 5.9776 365.934 398.738 Tm /Ty31
1 Tf (#) Tj ET BT 0.0005 Tc 8.9664 0 0 8.9664 381.437 404.383 Tm /Ty20 1 Tf
(min) Tj 0 Tc ET BT 0.0323 Tc 5.9776 0 0 5.9776 378.246 398.738 Tm /Ty31 1
Tf ($) Tj /Ty23 1 Tf [ (,) 32 ] TJ /Ty31 1 Tf (%) Tj 0 Tc ET BT 0.0003 Tc
5.9776 0 0 5.9776 388.673 398.738 Tm /Ty27 1 Tf (!) Tj /Ty26 1 Tf (H) Tj 0
Tc ET BT 8.9664 0 0 8.9664 401.523 404.383 Tm /Ty19 1 Tf (L) Tj ET BT 8.9664 0 0 8.9664 407.793 404.383
Tm /Ty20 1 Tf (\() Tj ET BT 0.0291 Tc 8.9664 0 0 8.9664 411.377 404.383 Tm
/Ty24 1 Tf (!) Tj /Ty19 1 Tf [ (,) -142 ] TJ /Ty24 1 Tf [ (") 28 ] TJ /Ty19
1 Tf [ (,) -142 ] TJ /Ty24 1 Tf ($) Tj 0 Tc ET BT 8.9664 0 0 8.9664 434.895 404.383
Tm /Ty20 1 Tf (\)) Tj ET BT 8.9664 0 0 8.9664 441.038 404.383 Tm /Ty33 1 Tf
(!) Tj ET BT 8.9664 0 0 8.9664 452.722 406.65 Tm /Ty20 1 Tf Tj ET BT 8.9664 0 0 8.9664 450.572 404.383
Tm /Ty21 1 Tf (L) Tj ET BT 8.9664 0 0 8.9664 456.92 404.383 Tm /Ty20 1 Tf
(\() Tj ET BT 8.9664 0 0 8.9664 460.503 404.383 Tm /Ty24 1 Tf (!) Tj ET BT
0.2287 Tc 8.9664 0 0 8.9664 465.073 404.383 Tm /Ty20 1 Tf (\)+) Tj 0 Tc ET
BT 8.9664 0 0 8.9664 479.92 404.383 Tm /Ty24 1 Tf (&) Tj ET BT 8.9664 0 0 8.9664 487.446 406.65
Tm /Ty20 1 Tf Tj ET BT 8.9664 0 0 8.9664 485.296 404.383 Tm /Ty21 1 Tf
(L) Tj ET BT 0.0001 Tc 5.9776 0 0 5.9776 491.643 403.387 Tm /Ty23 1 Tf (con)
Tj 0 Tc ET BT 8.9664 0 0 8.9664 503.746 404.383 Tm /Ty20 1 Tf (\() Tj ET BT
0.0281 Tc 8.9664 0 0 8.9664 507.33 404.383 Tm /Ty24 1 Tf (!) Tj /Ty19 1 Tf
[ (,) -144 ] TJ /Ty24 1 Tf (") Tj 0 Tc ET BT 8.9664 0 0 8.9664 521.48 404.383
Tm /Ty20 1 Tf (\)) Tj ET BT 0.2854 Tc 8.9664 0 0 8.9664 350.025 377.816 Tm
/Ty20 1 Tf [ (=m) 285 (a) 285 (x) ] TJ 0 Tc ET BT 5.9776 0 0 5.9776 366.128 372.171
Tm /Ty31 1 Tf (#) Tj ET BT 0.0005 Tc 8.9664 0 0 8.9664 381.63 377.816 Tm /Ty20
1 Tf (min) Tj 0 Tc ET BT 0.0323 Tc 5.9776 0 0 5.9776 378.439 372.171 Tm /Ty31
1 Tf ($) Tj /Ty23 1 Tf [ (,) 32 ] TJ /Ty31 1 Tf (%) Tj 0 Tc ET BT 0.0003 Tc
5.9776 0 0 5.9776 388.867 372.171 Tm /Ty27 1 Tf (!) Tj /Ty26 1 Tf (H) Tj 0
Tc ET BT 5.9776 0 0 5.9776 406.071 389.024 Tm /Ty23 1 Tf (n) Tj ET BT 8.9664 0 0 8.9664 401.716 386.334
Tm /Ty37 1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 402.418 367.43 Tm /Ty23 1 Tf
(i) Tj ET BT 0.0002 Tc 5.9776 0 0 5.9776 405.082 367.43 Tm /Ty29 1 Tf (=1)
Tj 0 Tc ET BT 8.9664 0 0 8.9664 416.563 377.816 Tm /Ty24 1 Tf (#) Tj ET BT
8.9664 0 0 8.9664 420.368 377.816 Tm /Ty20 1 Tf (\() Tj ET BT 8.9664 0 0 8.9664 423.952 377.816
Tm /Ty19 1 Tf (f) Tj ET BT 5.9776 0 0 5.9776 428.425 376.82 Tm /Ty23 1 Tf
(s) Tj ET BT 8.9664 0 0 8.9664 432.417 377.816 Tm /Ty20 1 Tf (\() Tj ET BT
8.9664 0 0 8.9664 436.001 377.816 Tm /Ty22 1 Tf (x) Tj ET BT 5.9776 0 0 5.9776 441.6 376.754
Tm /Ty35 1 Tf (i) Tj ET BT 8.9664 0 0 8.9664 444.451 377.816 Tm /Ty20 1 Tf
(\)) Tj ET BT 0.1715 Tc 8.9664 0 0 8.9664 448.035 377.816 Tm /Ty19 1 Tf (,y)
Tj 0 Tc ET BT 5.9776 0 0 5.9776 456.669 376.82 Tm /Ty23 1 Tf (i) Tj ET BT
0.0007 Tc 8.9664 0 0 8.9664 459.831 377.816 Tm /Ty20 1 Tf (\)+) Tj 0 Tc ET
BT 8.9664 0 0 8.9664 347.465 347.671 Tm /Ty24 1 Tf (&) Tj ET BT 5.9776 0 0 5.9776 358.732 358.879
Tm /Ty23 1 Tf (n) Tj ET BT 8.9664 0 0 8.9664 354.377 356.189 Tm /Ty37 1 Tf
(!) Tj ET BT 5.9776 0 0 5.9776 355.079 337.284 Tm /Ty23 1 Tf (i) Tj ET BT
0.0002 Tc 5.9776 0 0 5.9776 357.743 337.284 Tm /Ty29 1 Tf (=1) Tj 0 Tc ET
BT 5.9776 0 0 5.9776 373.579 358.879 Tm /Ty23 1 Tf (n) Tj ET BT 8.9664 0 0 8.9664 369.224 356.189
Tm /Ty37 1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 370.05 337.094 Tm /Ty23 1 Tf
(j) Tj ET BT 5.9776 0 0 5.9776 373.455 337.094 Tm /Ty27 1 Tf (%) Tj ET BT
5.9776 0 0 5.9776 373.455 337.094 Tm /Ty29 1 Tf (=) Tj ET BT 5.9776 0 0 5.9776 379.045 337.094
Tm /Ty23 1 Tf (i) Tj ET BT 8.9664 0 0 8.9664 384.071 347.671 Tm /Ty20 1 Tf
([) Tj ET BT 8.9664 0 0 8.9664 386.631 347.671 Tm /Ty19 1 Tf (d) Tj ET BT
8.9664 0 0 8.9664 392.941 347.671 Tm /Ty20 1 Tf (\() Tj ET BT 8.9664 0 0 8.9664 396.525 347.671
Tm /Ty22 1 Tf (x) Tj ET BT 5.9776 0 0 5.9776 402.125 346.608 Tm /Ty35 1 Tf
(i) Tj ET BT 0.1715 Tc 8.9664 0 0 8.9664 404.975 347.671 Tm /Ty19 1 Tf (,D)
Tj 0 Tc ET BT 8.9664 0 0 8.9664 418.462 347.671 Tm /Ty20 1 Tf (\() Tj ET BT
8.9664 0 0 8.9664 422.046 347.671 Tm /Ty19 1 Tf (h) Tj ET BT 5.9776 0 0 5.9776 427.356 346.675
Tm /Ty23 1 Tf (s) Tj ET BT 8.9664 0 0 8.9664 431.348 347.671 Tm /Ty20 1 Tf
(\() Tj ET BT 8.9664 0 0 8.9664 434.931 347.671 Tm /Ty22 1 Tf (x) Tj ET BT
5.9776 0 0 5.9776 440.531 346.608 Tm /Ty35 1 Tf (i) Tj ET BT 8.9664 0 0 8.9664 443.382 347.671
Tm /Ty20 1 Tf (;) Tj ET BT 8.9664 0 0 8.9664 447.477 347.671 Tm /Ty24 1 Tf
(!) Tj ET BT 8.9664 0 0 8.9664 452.047 347.671 Tm /Ty20 1 Tf (\)) Tj ET BT
0.1715 Tc 8.9664 0 0 8.9664 455.631 347.671 Tm /Ty19 1 Tf (,h) Tj 0 Tc ET
BT 5.9776 0 0 5.9776 465.036 346.675 Tm /Ty23 1 Tf (v) Tj ET BT 8.9664 0 0 8.9664 469.485 347.671
Tm /Ty20 1 Tf (\() Tj ET BT 8.9664 0 0 8.9664 473.069 347.671 Tm /Ty22 1 Tf
(x) Tj ET BT 5.9776 0 0 5.9776 478.669 346.608 Tm /Ty35 1 Tf (j) Tj ET BT
8.9664 0 0 8.9664 481.743 347.671 Tm /Ty20 1 Tf (;) Tj ET BT 8.9664 0 0 8.9664 485.839 347.671
Tm /Ty24 1 Tf (") Tj ET BT 0.0007 Tc 8.9664 0 0 8.9664 491.324 347.671 Tm
/Ty20 1 Tf (\)\)\)) Tj 0 Tc ET BT 8.9664 0 0 8.9664 504.123 347.671 Tm /Ty34
1 Tf ($) Tj ET BT 8.9664 0 0 8.9664 513.338 347.671 Tm /Ty24 1 Tf ($) Tj ET
BT 8.9664 0 0 8.9664 518.61 347.671 Tm /Ty20 1 Tf (]) Tj ET BT 8.9664 0 0 8.9664 522.706 347.671
Tm /Ty19 1 Tf (,) Tj ET BT 8.9664 0 0 8.9664 534.657 371.664 Tm /Ty2 1 Tf
(\(5\)) Tj ET BT 10.16185 0 0 9.9626 308.503 320.412 Tm /Ty2 1 Tf [ (which)
-348 (gi) 24 (v) 15 (es) -348 (us) -349 (the) -348 -348 (optimization)
-348 (objecti) 24 (v) 15 (e) -348 (for) -349 (DDG.) ] TJ ET BT 10.16185 0 0 9.9626 308.862 308.457
Tm /Ty2 1 Tf [ (Compared) -356 (to) -357 (the) -356 (pre) 24 (vious) -356
(optimization) -357 (problems,) -384 (this) -357 (is) ] TJ ET BT 9.9626 0 0 9.9626 308.862 296.502
Tm /Ty2 1 Tf [ (much) -250 (easier) -250 (and) -250 (more) -250 (tractable)
-250 (to) -250 (solv) 15 (e.) ] TJ ET BT 10.9589 0 0 10.9589 308.862 277.444
Tm /Ty1 1 Tf [ (3.3.) -250 (Algorithm) ] TJ ET BT 10.16185 0 0 9.9626 320.817 259.511
Tm /Ty2 1 Tf [ (Moti) 25 (v) 24 (ated) -292 (by) -292 (the) -292 (abo) 14
(v) 15 (e) -292 (analysis,) -304 (we) -292 (use) -292 (a) -292 (primal-dual)
] TJ ET BT 9.92275 0 0 9.9626 308.862 247.556 Tm /Ty2 1 Tf [ (algorithm) -251
(for) -251 (ef) 25 (cient) -251 (optimization) -251 ([) ] TJ ET /Cs1 cs 0.4
0.15 0.95 sc BT 9.9626 0 0 9.9626 454.73 247.556 Tm /Ty2 1 Tf (15) Tj ET /Cs2
cs 0 sc BT 9.92275 0 0 9.9626 464.693 247.556 Tm /Ty2 1 Tf (,) Tj ET /Cs1
cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 469.665 247.556 Tm /Ty2 1 Tf (17)
Tj ET /Cs2 cs 0 sc BT 9.92275 0 0 9.9626 479.628 247.556 Tm /Ty2 1 Tf (,)
Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 484.601 247.556 Tm /Ty2
1 Tf (58) Tj ET /Cs2 cs 0 sc BT 9.92275 0 0 9.9626 494.563 247.556 Tm /Ty2
1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 499.536 247.556
Tm /Ty2 1 Tf (60) Tj ET /Cs2 cs 0 sc BT 9.92275 0 0 9.9626 509.499 247.556
Tm /Ty2 1 Tf [ (].) -312 (The) -251 (al-) ] TJ ET BT 9.763348 0 0 9.9626 308.862 235.601
Tm /Ty2 1 Tf [ (gorithm) -247 (alternates) -247 (between) -247 (optimizing)
] TJ ET BT 9.9626 0 0 9.9626 461.69 235.601 Tm /Ty18 1 Tf (!) Tj ET BT 9.763348 0 0 9.9626 469.057 235.601
Tm /Ty2 1 Tf (\(and/or) Tj ET BT 9.9626 0 0 9.9626 499.666 235.601 Tm /Ty18
1 Tf (") Tj ET BT 9.763348 0 0 9.9626 505.602 235.601 Tm /Ty2 1 Tf [ (\))
-247 (via) -247 (mini-) ] TJ ET BT 10.02238 0 0 9.9626 308.862 223.646 Tm
/Ty2 1 Tf [ (mizing) -248 (t) 1 (he) -248 (empirical) -248 (Lagra) 1 (n) -1
(gi) 1 (an) -248 (with) -248 15 (ed) -247 (dual) -248 (v) 25 (ariable)
] TJ ET BT 9.9626 0 0 9.9626 539.3 223.646 Tm /Ty18 1 Tf (&) Tj ET BT 9.9626 0 0 9.9626 308.862 211.691
Tm /Ty2 1 Tf [ (and) -250 (updating) -250 (the) -250 (dual) -250 (v) 25 (ariable)
-250 (according) -250 (to) -250 (the) -250 (minimizer:) ] TJ ET BT 8.9664 0 0 8.9664 341.426 193.015
Tm /Ty24 1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 345.996 197.322 Tm /Ty29 1 Tf
(\() Tj ET BT 5.9776 0 0 5.9776 348.874 197.322 Tm /Ty23 1 Tf (t) Tj ET BT
0.0002 Tc 5.9776 0 0 5.9776 351.724 197.322 Tm /Ty29 1 Tf (+1\)) Tj 0 Tc ET
BT 8.9664 0 0 8.9664 366.903 193.015 Tm /Ty34 1 Tf (%) Tj ET BT 8.9664 0 0 8.9664 378.678 193.015
Tm /Ty20 1 Tf [ (a) -0.9 (rg) -186.9 (m) -0.5 (i) -0.5 (n) ] TJ ET BT 5.9776 0 0 5.9776 391.739 185.626
Tm /Ty31 1 Tf ($) Tj ET BT 8.9664 0 0 8.9664 410.057 193.015 Tm /Ty19 1 Tf
(L) Tj ET BT 8.9664 0 0 8.9664 416.328 193.015 Tm /Ty20 1 Tf (\() Tj ET BT
8.9664 0 0 8.9664 419.912 193.015 Tm /Ty24 1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 424.481 197.322
Tm /Ty29 1 Tf (\() Tj ET BT 5.9776 0 0 5.9776 427.359 197.322 Tm /Ty23 1 Tf
(t) Tj ET BT 5.9776 0 0 5.9776 430.21 197.322 Tm /Ty29 1 Tf (\)) Tj ET BT
0.1715 Tc 8.9664 0 0 8.9664 433.586 193.015 Tm /Ty19 1 Tf (,) Tj /Ty24 1 Tf
(") Tj 0 Tc ET BT 5.9776 0 0 5.9776 443.167 197.322 Tm /Ty29 1 Tf (\() Tj
ET BT 5.9776 0 0 5.9776 446.045 197.322 Tm /Ty23 1 Tf (t) Tj ET BT 5.9776 0 0 5.9776 448.895 197.322
Tm /Ty29 1 Tf (\)) Tj ET BT 0.1715 Tc 8.9664 0 0 8.9664 452.271 193.015 Tm
/Ty19 1 Tf (,) Tj /Ty24 1 Tf ($) Tj 0 Tc ET BT 0.2287 Tc 8.9664 0 0 8.9664 461.639 193.015
Tm /Ty20 1 Tf (\)+) Tj 0 Tc ET BT 0.0004 Tc 8.9664 0 0 8.9664 476.486 193.015
Tm /Ty24 1 Tf (') Tj /Ty19 1 Tf (,) Tj 0 Tc ET BT 8.9664 0 0 8.9664 341.426 171.854
Tm /Ty24 1 Tf (") Tj ET BT 5.9776 0 0 5.9776 346.911 176.161 Tm /Ty29 1 Tf
(\() Tj ET BT 5.9776 0 0 5.9776 349.789 176.161 Tm /Ty23 1 Tf (t) Tj ET BT
0.0002 Tc 5.9776 0 0 5.9776 352.639 176.161 Tm /Ty29 1 Tf (+1\)) Tj 0 Tc ET
BT 8.9664 0 0 8.9664 367.818 171.854 Tm /Ty34 1 Tf (%) Tj ET BT 8.9664 0 0 8.9664 379.594 171.854
Tm /Ty20 1 Tf [ (a) -0.9 (rg) -185.9 (m) -0.5 (i) -0.5 (n) ] TJ ET BT 5.9776 0 0 5.9776 392.654 164.465
Tm /Ty31 1 Tf ($) Tj ET BT 8.9664 0 0 8.9664 410.972 171.854 Tm /Ty19 1 Tf
(L) Tj ET BT 8.9664 0 0 8.9664 417.243 171.854 Tm /Ty20 1 Tf (\() Tj ET BT
8.9664 0 0 8.9664 420.827 171.854 Tm /Ty24 1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 425.397 176.161
Tm /Ty29 1 Tf (\() Tj ET BT 5.9776 0 0 5.9776 428.275 176.161 Tm /Ty23 1 Tf
(t) Tj ET BT 5.9776 0 0 5.9776 431.125 176.161 Tm /Ty29 1 Tf (\)) Tj ET BT
0.1715 Tc 8.9664 0 0 8.9664 434.501 171.854 Tm /Ty19 1 Tf (,) Tj /Ty24 1 Tf
(") Tj 0 Tc ET BT 5.9776 0 0 5.9776 444.082 176.161 Tm /Ty29 1 Tf (\() Tj
ET BT 5.9776 0 0 5.9776 446.96 176.161 Tm /Ty23 1 Tf (t) Tj ET BT 5.9776 0 0 5.9776 449.81 176.161
Tm /Ty29 1 Tf (\)) Tj ET BT 0.1715 Tc 8.9664 0 0 8.9664 453.187 171.854 Tm
/Ty19 1 Tf (,) Tj /Ty24 1 Tf ($) Tj 0 Tc ET BT 0.2287 Tc 8.9664 0 0 8.9664 462.554 171.854
Tm /Ty20 1 Tf (\)+) Tj 0 Tc ET BT 0.0004 Tc 8.9664 0 0 8.9664 477.401 171.854
Tm /Ty24 1 Tf (') Tj /Ty19 1 Tf (,) Tj 0 Tc ET BT 8.9664 0 0 8.9664 341.426 149.172
Tm /Ty24 1 Tf (&) Tj ET BT 5.9776 0 0 5.9776 346.802 153.479 Tm /Ty29 1 Tf
(\() Tj ET BT 5.9776 0 0 5.9776 349.68 153.479 Tm /Ty23 1 Tf (t) Tj ET BT
0.0002 Tc 5.9776 0 0 5.9776 352.53 153.479 Tm /Ty29 1 Tf (+1\)) Tj 0 Tc ET
BT 8.9664 0 0 8.9664 367.709 149.172 Tm /Ty34 1 Tf (%) Tj ET BT 0.0005 Tc
8.9664 0 0 8.9664 379.484 149.172 Tm /Ty20 1 Tf (max) Tj 0 Tc ET BT 0.0002
Tc 8.9664 0 0 8.9664 398.171 159.105 Tm /Ty37 1 Tf ("#) Tj 0 Tc ET BT 8.9664 0 0 8.9664 408.666 149.172
Tm /Ty24 1 Tf (&) Tj ET BT 5.9776 0 0 5.9776 414.042 153.479 Tm /Ty29 1 Tf
(\() Tj ET BT 5.9776 0 0 5.9776 416.92 153.479 Tm /Ty23 1 Tf (t) Tj ET BT
5.9776 0 0 5.9776 419.77 153.479 Tm /Ty29 1 Tf (\)) Tj ET BT 8.9664 0 0 8.9664 425.194 149.172
Tm /Ty20 1 Tf (+) Tj ET BT 8.9664 0 0 8.9664 434.41 149.172 Tm /Ty24 1 Tf
(\() Tj ET BT 5.9776 0 0 5.9776 439.011 148.176 Tm /Ty29 1 Tf (2) Tj ET BT
8.9664 0 0 8.9664 444.698 159.105 Tm /Ty37 1 Tf ($) Tj ET BT 8.9664 0 0 8.9664 452.352 151.439
Tm /Ty20 1 Tf Tj ET BT 8.9664 0 0 8.9664 450.202 149.172 Tm /Ty21 1 Tf
(L) Tj ET BT 5.9776 0 0 5.9776 456.549 148.176 Tm /Ty2 1 Tf (con) Tj ET BT
8.9664 0 0 8.9664 467.727 149.172 Tm /Ty34 1 Tf ($) Tj ET BT 8.9664 0 0 8.9664 476.942 149.172
Tm /Ty24 1 Tf ($) Tj ET BT 0.0008 Tc 8.9664 0 0 8.9664 482.214 159.105 Tm
/Ty37 1 Tf (%&) Tj 0 Tc ET BT 8.9664 0 0 8.9664 493.605 149.172 Tm /Ty19 1
Tf (,) Tj ET BT 8.9664 0 0 8.9664 497.701 149.172 Tm /Ty20 1 Tf (0) Tj ET
BT 8.9664 0 0 8.9664 502.309 159.105 Tm /Ty37 1 Tf (') Tj ET BT 8.9664 0 0 8.9664 509.988 149.172
Tm /Ty19 1 Tf (,) Tj ET BT 8.9664 0 0 8.9664 534.657 170.333 Tm /Ty2 1 Tf
(\(6\)) Tj ET BT 9.9626 0 0 9.9626 308.503 128.821 Tm /Ty2 1 Tf [ (where)
-250 (the) ] TJ ET BT 9.9626 0 0 9.9626 349.997 128.821 Tm /Ty18 1 Tf (')
Tj ET BT 6.9738 0 0 6.9738 354.944 127.326 Tm /Ty16 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 361.904 128.821
Tm /Ty2 1 Tf [ (denotes) -250 (the) -250 (learning) -250 (rate) -250 (of)
-250 (the) -250 (dual) -250 (step.) ] TJ ET BT 10.16185 0 0 9.9626 320.817 116.866
Tm /Ty2 1 Tf [ (The) -515 (primal-dual) -516 (iteration) -515 (has) -516 (clear)
-515 (adv) 24 (antages) -515 (o) 14 (v) 15 (er) ] TJ ET BT 9.9626 0 0 9.9626 308.862 104.91
Tm /Ty2 1 Tf [ (stochastic) -249 (gradient) -249 (descent) -249 (in) -249
(solving) -249 (constrained) -249 (optimiza-) ] TJ ET BT 10.122 0 0 9.9626 308.862 92.955
Tm /Ty2 1 Tf [ (tion) -247 (problems.) -308 (Specically) 64 (,) -247 (it)
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Tm /Ty2 1 Tf [ (Optimization) -250 (for) -250 (Domain) -250 (Generalization)
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Tm /Ty11 1 Tf (B) Tj ET BT 9.9626 0 0 9.9626 269.521 680.991 Tm /Ty2 1 Tf
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(and) -250 (dual) -250 (learning) -250 (rate) ] TJ ET BT 9.9626 0 0 9.9626 209.871 669.036
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1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 233.131 669.036 Tm /Ty2 1 Tf [ (,) -250
(Adam) ] TJ ET BT 9.902824 0 0 9.9626 92.283 657.081 Tm /Ty2 1 Tf [ (h) 5
(yperparameters) ] TJ ET BT 9.9626 0 0 9.9626 160.716 657.081 Tm /Ty18 1 Tf
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Tm /Ty18 1 Tf (\() Tj ET BT 6.9738 0 0 6.9738 181.422 655.587 Tm /Ty16 1 Tf
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-252 (coef) 25 (cients) ] TJ ET BT 9.9626 0 0 9.9626 264.356 657.081 Tm /Ty18
1 Tf (&) Tj ET BT 9.902824 0 0 9.9626 270.168 657.081 Tm /Ty2 1 Tf (,) Tj
ET BT 9.9626 0 0 9.9626 92.283 645.126 Tm /Ty2 1 Tf [ (mar) 18 (gin) ] TJ
ET BT 9.9626 0 0 9.9626 122.819 645.126 Tm /Ty18 1 Tf ($) Tj ET BT 9.882899 0 0 9.9626 62.067 633.171
Tm /Ty1 1 Tf (Initial) Tj ET BT 9.882899 0 0 9.9626 87.881 633.171 Tm /Ty2
1 Tf [ (:) -312 (P) 15 (arameters) -250 (of) -251 (DDG) -251 (\(i.e.) -312
(parameters) ] TJ ET BT 9.9626 0 0 9.9626 238.828 633.171 Tm /Ty18 1 Tf (!)
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Tm /Ty18 1 Tf (") Tj ET BT 9.882899 0 0 9.9626 257.147 633.171 Tm /Ty2 1 Tf
(and) Tj ET BT 9.9626 0 0 9.9626 67.048 621.216 Tm /Ty18 1 Tf (\)) Tj ET BT
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(encoder) ] TJ ET BT 9.9626 0 0 9.9626 162.423 621.216 Tm /Ty11 1 Tf (h) Tj
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Tm /Ty2 1 Tf [ (,) -250 (v) 25 (ariation) -250 (encoder) ] TJ ET BT 9.9626 0 0 9.9626 249.083 621.216
Tm /Ty11 1 Tf (h) Tj ET BT 6.9738 0 0 6.9738 254.823 619.721 Tm /Ty13 1 Tf
(v) Tj ET BT 9.9626 0 0 9.9626 67.048 609.26 Tm /Ty2 1 Tf [ (and) -250 (decoder)
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Tm /Ty2 1 Tf (.\)) Tj ET BT 9.9626 0 0 9.9626 62.067 597.305 Tm /Ty1 1 Tf
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l S Q BT 9.9626 0 0 9.9626 77.41 585.35 Tm /Ty1 1 Tf [ (f) 25 (or) ] TJ ET
BT 0.0005 Tc 9.9626 0 0 9.9626 92.373 585.35 Tm /Ty11 1 Tf [ (i,) -167 (j)
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Tj 0 Tc ET BT 0.1678 Tc 9.9626 0 0 9.9626 123.171 585.35 Tm /Ty11 1 Tf [ (,.)
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Tm /Ty7 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 164.548 585.35 Tm /Ty8 1 Tf (=)
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Tm /Ty1 1 Tf (do) Tj ET q 1 0 0 1 82.59 460.397 cm 0 0 m 0 121.366 l S Q BT
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Tm /Ty13 1 Tf (i) Tj ET BT 6.9738 0 0 6.9738 99.624 571.071 Tm /Ty2 1 Tf (con)
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Tm /Ty8 1 Tf [ (m) -0.3 (ax) ] TJ ET BT 9.9626 0 0 9.9626 117.935 569.596
Tm /Ty40 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 124.577 558.537 Tm /Ty7 1 Tf
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Tm /Ty13 1 Tf (s) Tj ET BT 9.9626 0 0 9.9626 174.87 558.537 Tm /Ty8 1 Tf (\()
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Tm /Ty38 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 187.822 558.537 Tm /Ty8 1 Tf
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Tm /Ty11 1 Tf (h) Tj ET BT 6.9738 0 0 6.9738 209.612 557.043 Tm /Ty13 1 Tf
(v) Tj ET BT 9.9626 0 0 9.9626 214.346 558.537 Tm /Ty8 1 Tf (\() Tj ET BT
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Tm /Ty38 1 Tf (j) Tj ET BT 0.0009 Tc 9.9626 0 0 9.9626 227.545 558.537 Tm
/Ty8 1 Tf (\)\)) Tj 0 Tc ET BT 9.9626 0 0 9.9626 235.294 558.537 Tm /Ty7 1
Tf (\)) Tj ET BT 6.9738 0 0 6.9738 240.275 555.189 Tm /Ty13 1 Tf (l) Tj ET
BT 4.9813 0 0 4.9813 242.795 554.192 Tm /Ty41 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 249.395 558.537
Tm /Ty7 1 Tf (!) Tj ET BT 0.0567 Tc 9.9626 0 0 9.9626 259.357 558.537 Tm /Ty18
1 Tf ($) Tj /Ty11 1 Tf (,) Tj 0 Tc ET BT 9.9626 0 0 9.9626 269.497 558.537
Tm /Ty8 1 Tf (0) Tj ET BT 9.9626 0 0 9.9626 274.478 569.596 Tm /Ty40 1 Tf
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Tm /Ty13 1 Tf (i) Tj ET BT 6.9738 0 0 6.9738 99.624 540.198 Tm /Ty2 1 Tf (ERM)
Tj ET BT 9.9626 0 0 9.9626 118.001 542.835 Tm /Ty8 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 128.517 542.835
Tm /Ty18 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 132.668 542.835 Tm /Ty8 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 136.543 542.835 Tm /Ty11 1 Tf (h) Tj ET BT
6.9738 0 0 6.9738 142.283 541.341 Tm /Ty13 1 Tf (s) Tj ET BT 9.9626 0 0 9.9626 146.541 542.835
Tm /Ty8 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 150.416 542.835 Tm /Ty14 1 Tf
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Tm /Ty11 1 Tf (,y) Tj 0 Tc ET BT 6.9738 0 0 6.9738 172.679 541.341 Tm /Ty13
1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 175.996 542.835 Tm /Ty8 1 Tf (\)) Tj ET
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Tm /Ty13 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 105.708 530.88 Tm /Ty8 1 Tf (=)
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Tm /Ty13 1 Tf (i) Tj ET BT 6.9738 0 0 6.9738 123.095 528.243 Tm /Ty2 1 Tf
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Tm /Ty6 1 Tf (L) Tj ET BT 6.9738 0 0 6.9738 163.565 534.495 Tm /Ty13 1 Tf
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Tm /Ty3 1 Tf [ (Data) -250 (A) 20 (ugmentation) ] TJ ET BT 9.9626 0 0 9.9626 181.937 510.955
Tm /Ty1 1 Tf (then) Tj ET q 1 0 0 1 97.933 473.349 cm 0 0 m 0 34.019 l S Q
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Tm /Ty10 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 121.191 499.896 Tm /Ty8 1 Tf
(=) Tj ET BT 9.9626 0 0 9.9626 131.707 499.896 Tm /Ty11 1 Tf (D) Tj ET BT
9.9626 0 0 9.9626 141.892 499.896 Tm /Ty8 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 145.767 499.896
Tm /Ty11 1 Tf (h) Tj ET BT 6.9738 0 0 6.9738 151.507 498.402 Tm /Ty13 1 Tf
(s) Tj ET BT 9.9626 0 0 9.9626 155.765 499.896 Tm /Ty8 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 159.639 499.896 Tm /Ty14 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 165.686 498.402
Tm /Ty38 1 Tf (i) Tj ET BT 9.9626 0 0 9.9626 168.716 499.896 Tm /Ty8 1 Tf
(\)) Tj ET BT 9.9626 0 0 9.9626 174.805 499.896 Tm /Ty7 1 Tf (*) Tj ET BT
9.9626 0 0 9.9626 184.767 499.896 Tm /Ty11 1 Tf (h) Tj ET BT 6.9738 0 0 6.9738 190.507 498.402
Tm /Ty13 1 Tf (v) Tj ET BT 9.9626 0 0 9.9626 195.241 499.896 Tm /Ty8 1 Tf
(\() Tj ET BT 9.9626 0 0 9.9626 199.115 499.896 Tm /Ty14 1 Tf (x) Tj ET BT
6.9738 0 0 6.9738 205.162 498.402 Tm /Ty38 1 Tf (j) Tj ET BT 0.0009 Tc 9.9626 0 0 9.9626 208.44 499.896
Tm /Ty8 1 Tf (\)\)) Tj 0 Tc ET BT 9.9626 0 0 9.9626 108.095 487.941 Tm /Ty6
1 Tf (L) Tj ET BT 6.9738 0 0 6.9738 114.966 491.556 Tm /Ty10 1 Tf (") Tj ET
BT 6.9738 0 0 6.9738 114.966 485.304 Tm /Ty2 1 Tf (ERM) Tj ET BT 9.9626 0 0 9.9626 133.344 487.941
Tm /Ty8 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 143.86 487.941 Tm /Ty18 1 Tf (#)
Tj ET BT 9.9626 0 0 9.9626 148.011 487.941 Tm /Ty8 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 151.885 487.941
Tm /Ty11 1 Tf (h) Tj ET BT 6.9738 0 0 6.9738 157.625 486.446 Tm /Ty13 1 Tf
(s) Tj ET BT 9.9626 0 0 9.9626 161.884 487.941 Tm /Ty8 1 Tf (\() Tj ET BT
9.9626 0 0 9.9626 165.758 487.941 Tm /Ty14 1 Tf (x) Tj ET BT 6.9738 0 0 6.9738 171.805 491.556
Tm /Ty10 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 176.385 487.941 Tm /Ty8 1 Tf
(\)) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 180.259 487.941 Tm /Ty11 1 Tf (,y)
Tj 0 Tc ET BT 6.9738 0 0 6.9738 189.571 486.446 Tm /Ty13 1 Tf (i) Tj ET BT
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Tm /Ty6 1 Tf (L) Tj ET BT 6.9738 0 0 6.9738 114.966 474.491 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 121.05 475.986 Tm /Ty8 1 Tf (=) Tj ET BT 9.9626 0 0 9.9626 131.566 475.986
Tm /Ty6 1 Tf (L) Tj ET BT 6.9738 0 0 6.9738 138.438 474.491 Tm /Ty13 1 Tf
(i) Tj ET BT 9.9626 0 0 9.9626 143.968 475.986 Tm /Ty8 1 Tf (+) Tj ET BT 9.9626 0 0 9.9626 153.931 475.986
Tm /Ty6 1 Tf (L) Tj ET BT 6.9738 0 0 6.9738 160.803 479.601 Tm /Ty10 1 Tf
(") Tj ET BT 6.9738 0 0 6.9738 160.803 473.349 Tm /Ty2 1 Tf (ERM) Tj ET BT
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Tm /Ty1 1 Tf (end) Tj ET BT 9.9626 0 0 9.9626 77.41 439.077 Tm /Ty1 1 Tf [
(Primal) -250 (step) ] TJ ET BT 9.9626 0 0 9.9626 77.41 424.596 Tm /Ty18 1
Tf (!) Tj ET BT 9.9626 0 0 9.9626 85.131 424.596 Tm /Ty7 1 Tf (+) Tj ET BT
9.9626 0 0 9.9626 97.861 424.596 Tm /Ty8 1 Tf [ (Ad) -0.6 (am) ] TJ ET BT
9.9626 0 0 9.9626 125.811 435.655 Tm /Ty40 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 134.151 428.519
Tm /Ty16 1 Tf (1) Tj ET q 1 0 0 1 132.957 427.087 cm 0 0 m 6.359 0 l S Q BT
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Tm /Ty40 1 Tf ($) Tj ET BT 6.9738 0 0 6.9738 152.688 429.605 Tm /Ty13 1 Tf
(B) Tj ET BT 6.9738 0 0 6.9738 152.688 421.608 Tm /Ty13 1 Tf (i) Tj ET BT
6.9738 0 0 6.9738 155.507 421.608 Tm /Ty16 1 Tf (=1) Tj ET BT 9.9626 0 0 9.9626 167.752 424.596
Tm /Ty6 1 Tf (L) Tj ET BT 6.9738 0 0 6.9738 174.624 423.102 Tm /Ty13 1 Tf
(i) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 177.941 424.596 Tm /Ty11 1 Tf (,)
Tj /Ty18 1 Tf [ (!) 140 ] TJ /Ty11 1 Tf (,) Tj /Ty18 1 Tf (') Tj 0 Tc ET BT
6.9738 0 0 6.9738 196.697 423.102 Tm /Ty16 1 Tf (1) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 201.166 424.596
Tm /Ty11 1 Tf (,) Tj /Ty18 1 Tf (\() Tj 0 Tc ET BT 6.9738 0 0 6.9738 211.229 423.102
Tm /Ty16 1 Tf (1) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 215.698 424.596 Tm
/Ty11 1 Tf (,) Tj /Ty18 1 Tf (\() Tj 0 Tc ET BT 6.9738 0 0 6.9738 225.761 423.102
Tm /Ty16 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 230.231 435.655 Tm /Ty40 1 Tf
(%) Tj ET BT 9.9626 0 0 9.9626 77.41 405.667 Tm /Ty18 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 86.113 405.667
Tm /Ty7 1 Tf (+) Tj ET BT 9.9626 0 0 9.9626 98.843 405.667 Tm /Ty8 1 Tf [
(Ad) -0.6 (am) ] TJ ET BT 9.9626 0 0 9.9626 126.794 416.726 Tm /Ty40 1 Tf
(#) Tj ET BT 6.9738 0 0 6.9738 135.133 409.59 Tm /Ty16 1 Tf (1) Tj ET q 1 0 0 1 133.939 408.158
cm 0 0 m 6.359 0 l S Q BT 6.9738 0 0 6.9738 133.939 402.232 Tm /Ty13 1 Tf
(B) Tj ET BT 9.9626 0 0 9.9626 143.154 413.139 Tm /Ty40 1 Tf ($) Tj ET BT
6.9738 0 0 6.9738 153.67 410.676 Tm /Ty13 1 Tf (B) Tj ET BT 6.9738 0 0 6.9738 153.67 402.678
Tm /Ty13 1 Tf (i) Tj ET BT 6.9738 0 0 6.9738 156.489 402.678 Tm /Ty16 1 Tf
(=1) Tj ET BT 9.9626 0 0 9.9626 168.735 405.667 Tm /Ty6 1 Tf (L) Tj ET BT
6.9738 0 0 6.9738 175.606 409.283 Tm /Ty13 1 Tf (i) Tj ET BT 0.0005 Tc 6.9738 0 0 6.9738 175.606 403.204
Tm /Ty13 1 Tf (con) Tj 0 Tc ET BT 0.1678 Tc 9.9626 0 0 9.9626 188.522 405.667
Tm /Ty11 1 Tf (,) Tj /Ty18 1 Tf [ (") 167 ] TJ /Ty11 1 Tf [ (,) 1 ] TJ /Ty18
1 Tf (') Tj 0 Tc ET BT 6.9738 0 0 6.9738 208.261 404.173 Tm /Ty16 1 Tf (1)
Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 212.73 405.667 Tm /Ty11 1 Tf (,) Tj /Ty18
1 Tf (\() Tj 0 Tc ET BT 6.9738 0 0 6.9738 222.793 404.173 Tm /Ty16 1 Tf (1)
Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 227.262 405.667 Tm /Ty11 1 Tf (,) Tj
/Ty18 1 Tf (\() Tj 0 Tc ET BT 6.9738 0 0 6.9738 237.325 404.173 Tm /Ty16 1
Tf (2) Tj ET BT 9.9626 0 0 9.9626 241.795 416.726 Tm /Ty40 1 Tf (%) Tj ET
BT 9.9626 0 0 9.9626 77.41 389.827 Tm /Ty1 1 Tf (if) Tj ET BT 9.9626 0 0 9.9626 85.987 389.827
Tm /Ty3 1 Tf [ (T) 55 (r) 15 (aining) ] TJ ET BT 9.9626 0 0 9.9626 122.66 389.827
Tm /Ty11 1 Tf (D) Tj ET BT 9.9626 0 0 9.9626 133.675 389.827 Tm /Ty1 1 Tf
(then) Tj ET q 1 0 0 1 82.59 368.307 cm 0 0 m 0 17.933 l S Q BT 9.9626 0 0 9.9626 92.752 374.783
Tm /Ty18 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 102.366 374.783 Tm /Ty7 1 Tf
(+) Tj ET BT 9.9626 0 0 9.9626 115.096 374.783 Tm /Ty8 1 Tf [ (Ad) -0.6 (am)
] TJ ET BT 9.9626 0 0 9.9626 143.047 385.841 Tm /Ty40 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 151.387 378.705
Tm /Ty16 1 Tf (1) Tj ET q 1 0 0 1 150.193 377.274 cm 0 0 m 6.359 0 l S Q BT
6.9738 0 0 6.9738 150.193 371.347 Tm /Ty13 1 Tf (B) Tj ET BT 9.9626 0 0 9.9626 159.408 382.255
Tm /Ty40 1 Tf ($) Tj ET BT 6.9738 0 0 6.9738 169.924 379.792 Tm /Ty13 1 Tf
(B) Tj ET BT 6.9738 0 0 6.9738 169.924 371.794 Tm /Ty13 1 Tf (i) Tj ET BT
6.9738 0 0 6.9738 172.743 371.794 Tm /Ty16 1 Tf (=1) Tj ET BT 9.9626 0 0 9.9626 184.988 374.783
Tm /Ty6 1 Tf (L) Tj ET BT 6.9738 0 0 6.9738 191.86 378.398 Tm /Ty13 1 Tf (i)
Tj ET BT 0.0005 Tc 6.9738 0 0 6.9738 191.86 372.32 Tm /Ty13 1 Tf (con) Tj
0 Tc ET BT 0.1678 Tc 9.9626 0 0 9.9626 204.776 374.783 Tm /Ty11 1 Tf (,) Tj
/Ty18 1 Tf [ (\)) 132 ] TJ /Ty11 1 Tf (,) Tj /Ty18 1 Tf (') Tj 0 Tc ET BT
6.9738 0 0 6.9738 225.425 373.288 Tm /Ty16 1 Tf (1) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 229.894 374.783
Tm /Ty11 1 Tf (,) Tj /Ty18 1 Tf (\() Tj 0 Tc ET BT 6.9738 0 0 6.9738 239.957 373.288
Tm /Ty16 1 Tf (1) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 244.427 374.783 Tm
/Ty11 1 Tf (,) Tj /Ty18 1 Tf (\() Tj 0 Tc ET BT 6.9738 0 0 6.9738 254.49 373.288
Tm /Ty16 1 Tf (2) Tj ET BT 9.9626 0 0 9.9626 258.959 385.841 Tm /Ty40 1 Tf
(%) Tj ET BT 9.9626 0 0 9.9626 77.41 358.942 Tm /Ty1 1 Tf (end) Tj ET BT 9.9626 0 0 9.9626 77.41 346.987
Tm /Ty1 1 Tf [ (Dual) -250 (step) ] TJ ET BT 9.9626 0 0 9.9626 77.41 332.506
Tm /Ty18 1 Tf (&) Tj ET BT 9.9626 0 0 9.9626 85.989 332.506 Tm /Ty7 1 Tf (+)
Tj ET BT 9.9626 0 0 9.9626 98.719 332.506 Tm /Ty8 1 Tf [ (m) -0.3 (ax) ] TJ
ET BT 0.0007 Tc 9.9626 0 0 9.9626 118.921 343.565 Tm /Ty40 1 Tf (!&) Tj 0
Tc ET BT 9.9626 0 0 9.9626 130.267 332.506 Tm /Ty18 1 Tf (&) Tj ET BT 9.9626 0 0 9.9626 138.292 332.506
Tm /Ty8 1 Tf (+) Tj ET BT 9.9626 0 0 9.9626 148.255 332.506 Tm /Ty18 1 Tf
(') Tj ET BT 6.9738 0 0 6.9738 153.202 331.012 Tm /Ty16 1 Tf (2) Tj ET BT
9.9626 0 0 9.9626 159.332 343.565 Tm /Ty40 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 167.671 336.429
Tm /Ty16 1 Tf (1) Tj ET q 1 0 0 1 166.477 334.997 cm 0 0 m 6.359 0 l S Q BT
6.9738 0 0 6.9738 166.477 329.071 Tm /Ty13 1 Tf (B) Tj ET BT 9.9626 0 0 9.9626 175.692 339.978
Tm /Ty40 1 Tf ($) Tj ET BT 6.9738 0 0 6.9738 186.208 337.515 Tm /Ty13 1 Tf
(B) Tj ET BT 6.9738 0 0 6.9738 186.208 329.518 Tm /Ty13 1 Tf (i) Tj ET BT
6.9738 0 0 6.9738 189.027 329.518 Tm /Ty16 1 Tf (=1) Tj ET BT 9.9626 0 0 9.9626 201.273 332.506
Tm /Ty6 1 Tf (L) Tj ET BT 6.9738 0 0 6.9738 208.144 336.122 Tm /Ty13 1 Tf
(i) Tj ET BT 6.9738 0 0 6.9738 208.144 330.043 Tm /Ty2 1 Tf (con) Tj ET BT
9.9626 0 0 9.9626 220.926 332.506 Tm /Ty7 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 230.889 332.506
Tm /Ty18 1 Tf ($) Tj ET BT 0.0002 Tc 9.9626 0 0 9.9626 236.6 343.565 Tm /Ty40
1 Tf (%') Tj 0 Tc ET BT 9.9626 0 0 9.9626 248.915 332.506 Tm /Ty11 1 Tf (,)
Tj ET BT 9.9626 0 0 9.9626 253.343 332.506 Tm /Ty8 1 Tf (0) Tj ET BT 9.9626 0 0 9.9626 258.324 343.565
Tm /Ty40 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 62.067 316.666 Tm /Ty1 1 Tf (until)
Tj ET BT 9.9626 0 0 9.9626 84.493 316.666 Tm /Ty18 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 91.937 316.666
Tm /Ty3 1 Tf [ (is) -250 (con) 40 (ver) 37 (g) 10 (ed) -250 (or) ] TJ ET BT
9.9626 0 0 9.9626 155.538 316.666 Tm /Ty6 1 Tf (D) Tj ET BT 6.9738 0 0 6.9738 163.223 315.171
Tm /Ty13 1 Tf (S) Tj ET BT 9.9626 0 0 9.9626 171.762 316.666 Tm /Ty8 1 Tf
(=) Tj ET BT 9.9626 0 0 9.9626 182.278 316.666 Tm /Ty7 1 Tf (,) Tj ET BT 9.9626 0 0 9.9626 187.259 316.666
Tm /Ty2 1 Tf (;) Tj ET 0.797 w q 1 0 0 1 50.112 310.688 cm 0 0 m 236.25 0
l S Q BT 10.16185 0 0 9.9626 50.112 276.628 Tm /Ty2 1 Tf [ (guarantees) -354
(once) -355 (we) -354 (ha) 20 (v) 14 (e) -354 (suf) 24 1 (cient) -354
(iterations) -355 (and) -354 (a) -354 (suf) 24 1 (-) ] TJ ET BT 9.763348 0 0 9.9626 50.112 264.673
Tm /Ty2 1 Tf [ (ciently) -254 (small) -254 (step) -254 (size.) -316 (W) 82
(e) -254 (refer) -255 (readers) -254 (to) -254 ([) ] TJ ET /Cs1 cs 0.4 0.15
0.95 sc BT 9.9626 0 0 9.9626 221.855 264.673 Tm /Ty2 1 Tf (17) Tj ET /Cs2
cs 0 sc BT 9.763348 0 0 9.9626 231.818 264.673 Tm /Ty2 1 Tf (,) Tj ET /Cs1
cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 236.739 264.673 Tm /Ty2 1 Tf (60)
Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 246.702 264.673 Tm /Ty2 1 Tf [ (])
-254 (for) -254 (more) ] TJ ET BT 9.872937 0 0 9.9626 50.112 252.718 Tm /Ty2
1 Tf [ (in-depth) -252 (and) -252 (complete) -252 (discussions) -253 (of)
-252 (related) -252 (conditions) -252 (and) ] TJ ET BT 9.9626 0 0 9.9626 50.112 240.763
Tm /Ty2 1 Tf [ (con) 40 (v) 15 (er) 18 (gence) -250 (bounds.) ] TJ ET BT 9.972563 0 0 9.9626 62.067 228.416
Tm /Ty2 1 Tf [ (One) -249 (intriguing) -249 (property) -249 (of) -250 (disentanglement)
-249 (is) -249 (that) -249 (it) -249 (can) ] TJ ET BT 9.763348 0 0 9.9626 50.112 216.46
Tm /Ty2 1 Tf [ (be) -212 (applicable) -211 (for) -212 (augmenting) -212 (the)
-211 (training) -212 (data.) -302 (Based) -212 (on) -211 (this,) ] TJ ET BT
9.763348 0 0 9.9626 50.112 204.505 Tm /Ty2 1 Tf [ (DDG) -194 (approximates)
-194 (a) -194 (manipulator) -193 (function) -194 (by) -194 (learning) -194
] TJ ET BT 9.892862 0 0 9.9626 50.112 192.55 Tm /Ty2 1 Tf [ (data)
-250 (points) -251 (from) -250 (ctitious) -250 (tar) 18 (get) -250 (distrib)
20 (utions) -251 (for) -250 (promoting) ] TJ ET BT 9.9626 0 0 9.9626 50.112 180.595
Tm /Ty2 1 Tf [ (in) 40 (v) 25 (ariance) -250 (and) -250 (impro) 15 (ving)
-250 (generalization.) ] TJ ET BT 9.763348 0 0 9.9626 62.067 168.248 Tm /Ty2
1 Tf [ (W) 82 (e) -234 (gi) 25 (v) 16 (e) -234 (the) -234 (detailed) -234
(procedure) -234 (of) -234 (our) -234 (DDG) -234 (learning) -234 (algo-) ]
TJ ET BT 9.763348 0 0 9.9626 50.112 156.292 Tm /Ty2 1 Tf [ (rithm) -253 (in)
-254 (Algorithm) ] TJ ET /Cs1 cs 0.7 0.1 0.1 sc BT 9.763348 0 0 9.9626 126.9691 156.292
Tm /Ty2 1 Tf (1) Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 131.8507 156.292
Tm /Ty2 1 Tf [ (,) -254 (where) ] TJ ET BT 9.9626 0 0 9.9626 163.098 156.292
Tm /Ty18 1 Tf (#) Tj ET BT 9.763348 0 0 9.9626 169.724 156.292 Tm /Ty2 1 Tf
[ (denotes) -253 (the) -254 (cross) -253 (entrop) 10 (y) -254 (loss) ] TJ
ET BT 9.853011 0 0 9.9626 50.112 144.337 Tm /Ty2 1 Tf (and) Tj ET BT 9.9626 0 0 9.9626 66.828 144.337
Tm /Ty7 1 Tf (*) Tj ET BT 9.853011 0 0 9.9626 77.065 144.337 Tm /Ty2 1 Tf
[ (denotes) -252 (the) -253 (concatenation) -252 (in) -253 (the) -252 (implementation.)
-314 (W) 81 (e) ] TJ ET BT 9.862974 0 0 9.9626 50.112 132.382 Tm /Ty2 1 Tf
[ (also) -252 (use) ] TJ ET BT 9.9626 0 0 9.9626 84.13 132.382 Tm /Ty11 1
Tf (l) Tj ET BT 6.9738 0 0 6.9738 87.102 130.888 Tm /Ty16 1 Tf (1) Tj ET BT
9.862974 0 0 9.9626 94.062 132.382 Tm /Ty2 1 Tf [ (norm) -253 (as) -252 (the)
-253 (distance) -252 (metric) ] TJ ET BT 9.9626 0 0 9.9626 205.124 132.382
Tm /Ty11 1 Tf (d) Tj ET BT 9.862974 0 0 9.9626 212.8 132.382 Tm /Ty2 1 Tf
[ (in) -253 (the) -252 (e) 15 (xperiments.) ] TJ ET BT 10.9589 0 0 10.9589 50.112 111.28
Tm /Ty1 1 Tf [ (3.4.) -250 (Theor) 18 (etical) -250 (Insights) -250 (and)
-250 (Guarantees) ] TJ ET BT 10.02238 0 0 9.9626 62.067 92.955 Tm /Ty2 1 Tf
[ (In) -249 (this) -249 (subsection,) -249 (we) -249 (pro) 15 (vide) -249
(a) -249 (comprehensi) 25 (v) 15 (e) -249 (analysis) ] TJ ET BT 9.763348 0 0 9.9626 50.112 81
Tm /Ty2 1 Tf [ (of) -225 (the) -225 (statistical) -225 (guarantees) -225 (of)
-225 (our) -225 (solution) -225 (\(Eq.) -225 (\() ] TJ ET /Cs1 cs 0.7 0.1
0.1 sc BT 9.763348 0 0 9.9626 238.7887 81 Tm /Ty2 1 Tf (5) Tj ET /Cs2 cs 0
sc BT 9.763348 0 0 9.9626 243.6704 81 Tm /Ty2 1 Tf [ (\)\).) -306 (In) -225
(order) ] TJ ET BT 10.16185 0 0 9.9626 308.862 710.037 Tm /Ty2 1 Tf [ (to)
-287 (deri) 25 (v) 14 (e) -286 (the) -287 (bound) -287 (on) -287 (the) -287
-287 (empirical) -286 (duality) -287 (g) 5 (ap,) -298 (we) ] TJ ET
BT 9.763348 0 0 9.9626 308.862 698.082 Tm /Ty2 1 Tf [ (start) -217 (by) -217
(pro) 15 (ving) -217 (tw) 10 (o) -217 (lemmas) -217 (on) -217 (the) -217 (parameterization)
-218 (g) 6 (ap) -218 (and) ] TJ ET BT 9.763348 0 0 9.9626 308.862 686.127
Tm /Ty2 1 Tf [ (empirical) -239 (g) 5 (ap.) -311 (Specically) 66 (,) -243
(the) 16 (y) -240 (elaborate) -239 (the) -240 (corresponding) ] TJ ET BT 9.902824 0 0 9.9626 308.862 674.172
Tm /Ty2 1 Tf [ (approximation) -251 (g) 5 (aps) -251 (of) -251 (tw) 10 (o)
-252 (transformations) -251 (\(i.e.) -311 (Eq.) -252 (\() ] TJ ET /Cs1 cs
0.7 0.1 0.1 sc BT 9.902824 0 0 9.9626 520.0793 674.172 Tm /Ty2 1 Tf (4) Tj
ET /Cs2 cs 0 sc BT 9.902824 0 0 9.9626 525.0308 674.172 Tm /Ty2 1 Tf [ (\))
-251 (and) ] TJ ET BT 9.9626 0 0 9.9626 308.533 662.217 Tm /Ty2 1 Tf (\()
Tj ET /Cs1 cs 0.7 0.1 0.1 sc BT 9.9626 0 0 9.9626 311.8505 662.217 Tm /Ty2
1 Tf (5) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 316.8318 662.217 Tm /Ty2
1 Tf [ (\)\)) -250 (in) -250 (abo) 15 (v) 15 (e) -250 (sections.) ] TJ ET
BT 10.16185 0 0 9.9626 320.817 650.262 Tm /Ty2 1 Tf [ (W) 78 (e) -260
-261 (discuss) -261 (the) -260 (g) 5 (ap) -261 (between) -261 (the) -260 (nite-dimensional)
] TJ ET BT 9.763348 0 0 9.9626 308.862 638.306 Tm /Ty2 1 Tf [ (model) -208
(parameterization) -207 (\(e.g.) -301 (neural) -208 (netw) 11 (orks\)) -208
(and) -208 (the) -208 (model) ] TJ ET BT 9.9626 0 0 9.9626 308.862 626.351
Tm /Ty2 1 Tf [ (o) 15 (v) 15 (er) -250 (innite) -250 (functional) -250 (space)
] TJ ET BT 9.9626 0 0 9.9626 426.988 626.351 Tm /Ty6 1 Tf (F) Tj ET BT 9.9626 0 0 9.9626 435.138 626.351
Tm /Ty2 1 Tf (.) Tj ET /Cs1 cs 0.94 0.94 0.94 sc 308.862 512.453 236.25 106.95
re f /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 312.847 607.756 Tm /Ty1 1 Tf [ (Lemma)
-250 (1) ] TJ ET BT 10.16185 0 0 9.9626 357.948 607.756 Tm /Ty3 1 Tf [ (\(P)
78 (ar) 15 (ameterization) -488 (gap\)) -487 (W) 53 (i) 1 (th) -488 (Assumption)
] TJ ET /Cs1 cs 0.7 0.1 0.1 sc BT 10.16185 0 0 9.9626 536.0446 607.756 Tm
/Ty3 1 Tf (2) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 312.847 595.801 Tm
/Ty3 1 Tf (about) Tj ET BT 9.9626 0 0 9.9626 338.883 595.801 Tm /Ty18 1 Tf
(#) Tj ET BT 10.16185 0 0 9.9626 345.921 595.801 Tm /Ty3 1 Tf (and) Tj ET
BT 9.9626 0 0 9.9626 364.051 595.801 Tm /Ty11 1 Tf (d) Tj ET BT 10.16185 0 0 9.9626 369.236 595.801
Tm /Ty3 1 Tf [ (,) -294 (the) -284 (gap) -284 (between) -284 (optimum) -284
(of) -284 (a) -284 (statistical) ] TJ ET BT 10.14193 0 0 9.9626 312.847 583.846
Tm /Ty3 1 Tf [ (pr) 44 (oblem) -246 (and) -247 (its) -247 1 (te) -247
(dimensional,) -247 (deterministic) -246 (ver) 9 (sion) ] TJ ET BT 9.9626 0 0 9.9626 312.847 571.891
Tm /Ty30 1 Tf (D) Tj ET BT 6.9738 0 0 6.9738 320.498 575.506 Tm /Ty25 1 Tf
(#) Tj ET BT 6.9738 0 0 6.9738 319.821 569.428 Tm /Ty25 1 Tf ($) Tj ET BT
9.9626 0 0 9.9626 325.078 571.891 Tm /Ty8 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 328.953 571.891
Tm /Ty18 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 334.664 571.891 Tm /Ty8 1 Tf
(\)) Tj ET BT 9.9626 0 0 9.9626 340.752 571.891 Tm /Ty7 1 Tf (!) Tj ET BT
9.9626 0 0 9.9626 350.715 571.891 Tm /Ty30 1 Tf (P) Tj ET BT 6.9738 0 0 6.9738 357.27 575.506
Tm /Ty25 1 Tf (#) Tj ET BT 9.9626 0 0 9.9626 364.341 571.891 Tm /Ty3 1 Tf
[ (can) -250 (be) -250 (bounded) -250 (as) ] TJ ET BT 8.9664 0 0 8.9664 328.075 552.464
Tm /Ty20 1 Tf (0) Tj ET BT 8.9664 0 0 8.9664 335.243 552.464 Tm /Ty34 1 Tf
(!) Tj ET BT 8.9664 0 0 8.9664 344.97 552.464 Tm /Ty30 1 Tf (D) Tj ET BT 5.9776 0 0 5.9776 351.856 556.771
Tm /Ty31 1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 351.247 550.886 Tm /Ty31 1 Tf
(&) Tj ET BT 8.9664 0 0 8.9664 356.173 552.464 Tm /Ty20 1 Tf (\() Tj ET BT
8.9664 0 0 8.9664 359.757 552.464 Tm /Ty24 1 Tf ($) Tj ET BT 8.9664 0 0 8.9664 365.029 552.464
Tm /Ty20 1 Tf (\)) Tj ET BT 8.9664 0 0 8.9664 370.66 552.464 Tm /Ty34 1 Tf
($) Tj ET BT 8.9664 0 0 8.9664 379.876 552.464 Tm /Ty30 1 Tf (P) Tj ET BT
5.9776 0 0 5.9776 385.776 556.771 Tm /Ty31 1 Tf (!) Tj ET BT 8.9664 0 0 8.9664 392.652 552.464
Tm /Ty34 1 Tf (!) Tj ET BT 8.9664 0 0 8.9664 402.38 559.706 Tm /Ty37 1 Tf
(\() Tj ET BT 0.2289 Tc 8.9664 0 0 8.9664 406.604 552.464 Tm /Ty20 1 Tf (1+)
Tj 0 Tc ET BT 8.9664 0 0 8.9664 422.474 552.464 Tm /Ty21 1 Tf (|) Tj ET BT
8.9664 0 0 8.9664 425.034 552.464 Tm /Ty24 1 Tf (&) Tj ET BT 5.9776 0 0 5.9776 430.41 556.771
Tm /Ty31 1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 430.41 550.886 Tm /Ty23 1 Tf
(p) Tj ET BT 8.9664 0 0 8.9664 434.748 552.464 Tm /Ty21 1 Tf (|) Tj ET BT
8.9664 0 0 8.9664 437.308 559.706 Tm /Ty37 1 Tf (\)) Tj ET BT 0.0005 Tc 8.9664 0 0 8.9664 443.068 552.464
Tm /Ty20 1 Tf (max) Tj 0 Tc ET BT 8.9664 0 0 8.9664 461.755 552.464 Tm /Ty21
1 Tf ({) Tj ET BT 8.9664 0 0 8.9664 466.362 552.464 Tm /Ty19 1 Tf (L) Tj ET
BT 5.9776 0 0 5.9776 472.633 551.401 Tm /Ty31 1 Tf (') Tj ET BT 8.9664 0 0 8.9664 476.231 552.464
Tm /Ty24 1 Tf (%) Tj ET BT 5.9776 0 0 5.9776 479.964 551.467 Tm /Ty23 1 Tf
(s) Tj ET BT 0.1715 Tc 8.9664 0 0 8.9664 483.956 552.464 Tm /Ty19 1 Tf (,L)
Tj 0 Tc ET BT 5.9776 0 0 5.9776 494.323 551.401 Tm /Ty23 1 Tf (d) Tj ET BT
8.9664 0 0 8.9664 498.661 552.464 Tm /Ty24 1 Tf (%) Tj ET BT 5.9776 0 0 5.9776 502.395 551.467
Tm /Ty23 1 Tf (g) Tj ET BT 8.9664 0 0 8.9664 506.74 552.464 Tm /Ty21 1 Tf
(}) Tj ET BT 8.9664 0 0 8.9664 512.884 552.464 Tm /Ty19 1 Tf (,) Tj ET BT
8.9664 0 0 8.9664 530.672 552.464 Tm /Ty2 1 Tf (\(7\)) Tj ET BT 10.16185 0 0 9.9626 312.847 532.04
Tm /Ty3 1 Tf [ (wher) 36 (e) ] TJ ET BT 9.9626 0 0 9.9626 340.814 532.04 Tm
/Ty18 1 Tf (&) Tj ET BT 6.9738 0 0 6.9738 346.626 535.656 Tm /Ty25 1 Tf (#)
Tj ET BT 6.9738 0 0 6.9738 346.626 529.577 Tm /Ty13 1 Tf (p) Tj ET BT 10.16185 0 0 9.9626 354.732 532.04
Tm /Ty3 1 Tf [ (is) -344 (the) -345 (dual) -344 (variable) -345 (with) -344
(a) -345 (tighter) -344 (constr) 14 (aint) ] TJ ET BT 9.9626 0 0 9.9626 312.847 520.085
Tm /Ty18 1 Tf ($) Tj ET BT 9.9626 0 0 9.9626 320.772 520.085 Tm /Ty7 1 Tf
(!) Tj ET BT 9.9626 0 0 9.9626 330.735 520.085 Tm /Ty8 1 Tf [ (m) -0.3 (ax)
] TJ ET BT 9.9626 0 0 9.9626 350.937 520.085 Tm /Ty6 1 Tf ({) Tj ET BT 9.9626 0 0 9.9626 355.918 520.085
Tm /Ty11 1 Tf (L) Tj ET BT 6.9738 0 0 6.9738 362.698 518.591 Tm /Ty25 1 Tf
(") Tj ET BT 9.9626 0 0 9.9626 366.531 520.085 Tm /Ty18 1 Tf (%) Tj ET BT
6.9738 0 0 6.9738 370.575 518.591 Tm /Ty13 1 Tf (s) Tj ET BT 0.1678 Tc 9.9626 0 0 9.9626 374.834 520.085
Tm /Ty11 1 Tf (,L) Tj 0 Tc ET BT 6.9738 0 0 6.9738 386.041 518.591 Tm /Ty13
1 Tf (d) Tj ET BT 9.9626 0 0 9.9626 390.687 520.085 Tm /Ty18 1 Tf (%) Tj ET
BT 6.9738 0 0 6.9738 394.731 518.591 Tm /Ty13 1 Tf (g) Tj ET BT 9.9626 0 0 9.9626 399.366 520.085
Tm /Ty6 1 Tf (}) Tj ET BT 9.9626 0 0 9.9626 406.838 520.085 Tm /Ty3 1 Tf [
(in) -250 (Eq.) -310 (\() ] TJ ET /Cs1 cs 0.7 0.1 0.1 sc BT 9.9626 0 0 9.9626 437.0446 520.085
Tm /Ty3 1 Tf (3) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 442.0259 520.085
Tm /Ty3 1 Tf (\).) Tj ET BT 9.9626 0 0 9.9626 320.817 500.488 Tm /Ty2 1 Tf
[ (The) -249 (upper) -250 (bound) -249 (indicates) -250 (that) -249 (the)
-249 (parameterization) -250 (g) 5 (ap) ] TJ ET BT 9.763348 0 0 9.9626 308.862 488.532
Tm /Ty2 1 Tf [ (is) -243 (dominated) -243 (by) -243 (both) -243 (the) -243
(semantic) -243 (function) -243 (parameterization) ] TJ ET BT 10.16185 0 0 9.9626 308.862 476.577
Tm /Ty2 1 Tf [ (and) -306 (the) -307 (reconstruction-based) -306 (transformation)
-306 (on) -307 (perturbed) ] TJ ET BT 10.16185 0 0 9.9626 308.862 464.622
Tm /Ty2 1 Tf [ (inputs,) -303 (which) -291 (mak) 10 (es) -291 (intuiti) 24
(v) 15 (e) -291 (senses) -291 (and) -292 (also) -291 (emphasizes) ] TJ ET
BT 9.9626 0 0 9.9626 308.862 452.667 Tm /Ty2 1 Tf [ (the) -250 (important)
-250 (role) -250 (of) -250 (disentanglement.) ] TJ ET BT 10.00245 0 0 9.9626 320.817 440.712
Tm /Ty2 1 Tf [ (Then) -250 (we) -249 (compare) -250 (Eq.) ] TJ ET BT 9.9626 0 0 9.9626 411.07 440.712
Tm /Ty2 1 Tf (\() Tj ET /Cs1 cs 0.7 0.1 0.1 sc BT 9.9626 0 0 9.9626 414.3875 440.712
Tm /Ty2 1 Tf (7) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 419.3688 440.712
Tm /Ty2 1 Tf (\)) Tj ET BT 10.00245 0 0 9.9626 425.182 440.712 Tm /Ty2 1 Tf
[ (to) -250 (the) -249 (parameterization) -249 (g) 4 (ap) -249 (of) ] TJ ET
BT 9.9626 0 0 9.9626 308.862 428.756 Tm /Ty2 1 Tf [ (MBDG) -250 (which) -250
(is) -250 (sho) 25 (wn) -250 (as) -250 (follo) 25 (ws:) ] TJ ET BT 8.9664 0 0 8.9664 339.518 412.508
Tm /Ty20 1 Tf (0) Tj ET BT 8.9664 0 0 8.9664 346.685 412.508 Tm /Ty34 1 Tf
(!) Tj ET BT 8.9664 0 0 8.9664 356.413 412.508 Tm /Ty30 1 Tf (D) Tj ET BT
5.9776 0 0 5.9776 363.299 416.815 Tm /Ty31 1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 362.689 410.93
Tm /Ty31 1 Tf (") Tj ET BT 8.9664 0 0 8.9664 367.616 412.508 Tm /Ty20 1 Tf
(\() Tj ET BT 8.9664 0 0 8.9664 371.2 412.508 Tm /Ty24 1 Tf ($) Tj ET BT 8.9664 0 0 8.9664 376.472 412.508
Tm /Ty20 1 Tf (\)) Tj ET BT 8.9664 0 0 8.9664 382.103 412.508 Tm /Ty34 1 Tf
($) Tj ET BT 8.9664 0 0 8.9664 391.319 412.508 Tm /Ty30 1 Tf (P) Tj ET BT
5.9776 0 0 5.9776 397.218 416.815 Tm /Ty31 1 Tf (!) Tj ET BT 8.9664 0 0 8.9664 404.095 412.508
Tm /Ty34 1 Tf (!) Tj ET BT 0.0007 Tc 8.9664 0 0 8.9664 413.823 412.508 Tm
/Ty20 1 Tf [ (\(1) -228 (+) ] TJ 0 Tc ET BT 8.9664 0 0 8.9664 433.277 412.508
Tm /Ty21 1 Tf (|) Tj ET BT 8.9664 0 0 8.9664 435.837 412.508 Tm /Ty24 1 Tf
(&) Tj ET BT 5.9776 0 0 5.9776 441.213 416.815 Tm /Ty31 1 Tf (!) Tj ET BT
5.9776 0 0 5.9776 441.213 410.93 Tm /Ty23 1 Tf (p) Tj ET BT 8.9664 0 0 8.9664 445.551 412.508
Tm /Ty21 1 Tf (|) Tj ET BT 0.1717 Tc 8.9664 0 0 8.9664 448.111 412.508 Tm
/Ty20 1 Tf [ (\)m) 171 (a) 171 (x) ] TJ 0 Tc ET BT 8.9664 0 0 8.9664 470.382 412.508
Tm /Ty21 1 Tf ({) Tj ET BT 8.9664 0 0 8.9664 474.989 412.508 Tm /Ty19 1 Tf
(L) Tj ET BT 5.9776 0 0 5.9776 481.26 411.445 Tm /Ty31 1 Tf (') Tj ET BT 0.1715
Tc 8.9664 0 0 8.9664 484.858 412.508 Tm /Ty19 1 Tf (,L) Tj 0 Tc ET BT 5.9776 0 0 5.9776 495.224 411.445
Tm /Ty23 1 Tf (d) Tj ET BT 8.9664 0 0 8.9664 499.563 412.508 Tm /Ty21 1 Tf
(}) Tj ET BT 8.9664 0 0 8.9664 504.171 412.508 Tm /Ty24 1 Tf (%) Tj ET BT
5.9776 0 0 5.9776 507.904 411.511 Tm /Ty23 1 Tf (s) Tj ET BT 8.9664 0 0 8.9664 511.896 412.508
Tm /Ty19 1 Tf (,) Tj ET BT 8.9664 0 0 8.9664 534.657 412.508 Tm /Ty2 1 Tf
(\(8\)) Tj ET BT 9.9626 0 0 9.9626 308.862 395.262 Tm /Ty2 1 Tf [ (and) -250
(the) -250 (parameterization) -250 (g) 5 (ap) -250 (in) -250 ([) ] TJ ET /Cs1
cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 440.2288 395.262 Tm /Ty2 1 Tf (16)
Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 450.1914 395.262 Tm /Ty2 1 Tf (]:)
Tj ET BT 8.9664 0 0 8.9664 360.822 379.013 Tm /Ty20 1 Tf (0) Tj ET BT 8.9664 0 0 8.9664 367.989 379.013
Tm /Ty34 1 Tf (!) Tj ET BT 8.9664 0 0 8.9664 377.716 379.013 Tm /Ty30 1 Tf
(D) Tj ET BT 5.9776 0 0 5.9776 384.603 383.321 Tm /Ty31 1 Tf (!) Tj ET BT
5.9776 0 0 5.9776 383.993 377.436 Tm /Ty31 1 Tf (") Tj ET BT 8.9664 0 0 8.9664 388.92 379.013
Tm /Ty20 1 Tf (\() Tj ET BT 8.9664 0 0 8.9664 392.503 379.013 Tm /Ty24 1 Tf
($) Tj ET BT 8.9664 0 0 8.9664 397.775 379.013 Tm /Ty20 1 Tf (\)) Tj ET BT
8.9664 0 0 8.9664 403.407 379.013 Tm /Ty34 1 Tf ($) Tj ET BT 8.9664 0 0 8.9664 412.622 379.013
Tm /Ty30 1 Tf (P) Tj ET BT 5.9776 0 0 5.9776 418.522 383.321 Tm /Ty31 1 Tf
(!) Tj ET BT 8.9664 0 0 8.9664 425.399 379.013 Tm /Ty34 1 Tf (!) Tj ET BT
0.0007 Tc 8.9664 0 0 8.9664 435.126 379.013 Tm /Ty20 1 Tf [ (\(1) -228 (+)
] TJ 0 Tc ET BT 8.9664 0 0 8.9664 454.581 379.013 Tm /Ty21 1 Tf (|) Tj ET
BT 8.9664 0 0 8.9664 457.141 379.013 Tm /Ty24 1 Tf (&) Tj ET BT 5.9776 0 0 5.9776 462.516 383.321
Tm /Ty31 1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 462.516 377.436 Tm /Ty23 1 Tf
(p) Tj ET BT 8.9664 0 0 8.9664 466.855 379.013 Tm /Ty21 1 Tf (|) Tj ET BT
8.9664 0 0 8.9664 469.415 379.013 Tm /Ty20 1 Tf (\)) Tj ET BT 8.9664 0 0 8.9664 472.998 379.013
Tm /Ty19 1 Tf (L) Tj ET BT 5.9776 0 0 5.9776 479.269 377.951 Tm /Ty31 1 Tf
(') Tj ET BT 8.9664 0 0 8.9664 482.867 379.013 Tm /Ty24 1 Tf (%) Tj ET BT
5.9776 0 0 5.9776 486.6 378.017 Tm /Ty23 1 Tf (s) Tj ET BT 8.9664 0 0 8.9664 490.592 379.013
Tm /Ty19 1 Tf (.) Tj ET BT 8.9664 0 0 8.9664 534.657 379.013 Tm /Ty2 1 Tf
(\(9\)) Tj ET BT 10.16185 0 0 9.9626 308.862 361.768 Tm /Ty2 1 Tf [ (From)
-290 (the) -291 (comparison,) -302 (we) -290 (notice) -290 (that) -291 (our)
-290 (formulation) -291 (and) ] TJ ET BT 9.763348 0 0 9.9626 308.862 349.813
Tm /Ty2 1 Tf [ (analysis) -229 (are) -230 (closely) -229 (connected) -230
(to) -229 (Proposition) -229 (1) -230 (\(with) ] TJ ET BT 9.9626 0 0 9.9626 515.516 349.813
Tm /Ty11 1 Tf (m) Tj ET BT 0.2788 Tc 9.9626 0 0 9.9626 527.031 349.813 Tm
/Ty8 1 Tf (=1) Tj 0 Tc ET BT 9.763348 0 0 9.9626 542.528 349.813 Tm /Ty2 1
Tf (\)) Tj ET BT 9.9626 0 0 9.9626 308.862 337.858 Tm /Ty2 1 Tf [ (in) -249
([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 322.4111 337.858
Tm /Ty2 1 Tf (16) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 332.3737 337.858
Tm /Ty2 1 Tf [ (].) -310 (W) 80 (e) -249 (shall) -250 (also) -249 (see) -249
(that) -249 (in) -250 (a) -249 (perfect) -249 (case) -249 (where) -250 (repre-)
] TJ ET BT 9.763348 0 0 9.9626 308.862 325.903 Tm /Ty2 1 Tf [ (sentations)
-230 (are) -229 (well) -230 (disentangled,) ] TJ ET BT 9.763348 0 0 9.9626 437.46 325.903
Tm /Ty3 1 Tf (i.e) Tj ET BT 9.763348 0 0 9.9626 446.95 325.903 Tm /Ty2 1 Tf
(.,) Tj ET BT 9.9626 0 0 9.9626 454.123 325.903 Tm /Ty18 1 Tf (%) Tj ET BT
6.9738 0 0 6.9738 458.167 324.408 Tm /Ty13 1 Tf (g) Tj ET BT 9.9626 0 0 9.9626 465.569 325.903
Tm /Ty7 1 Tf (') Tj ET BT 9.9626 0 0 9.9626 478.299 325.903 Tm /Ty8 1 Tf (0)
Tj ET BT 9.763348 0 0 9.9626 483.281 325.903 Tm /Ty2 1 Tf [ (,) -235 (our)
-229 (bound) -230 (will) ] TJ ET BT 10.03234 0 0 9.9626 308.862 313.947 Tm
/Ty2 1 Tf (become) Tj ET BT 9.9626 0 0 9.9626 342.548 322.017 Tm /Ty40 1 Tf
(\() Tj ET BT 0.222 Tc 9.9626 0 0 9.9626 347.114 313.947 Tm /Ty8 1 Tf (1+)
Tj 0 Tc ET BT 9.9626 0 0 9.9626 364.272 313.947 Tm /Ty6 1 Tf (|) Tj ET BT
9.9626 0 0 9.9626 367.039 313.947 Tm /Ty18 1 Tf (&) Tj ET BT 6.9738 0 0 6.9738 372.851 317.563
Tm /Ty25 1 Tf (#) Tj ET BT 6.9738 0 0 6.9738 372.851 311.485 Tm /Ty13 1 Tf
(p) Tj ET BT 9.9626 0 0 9.9626 377.456 313.947 Tm /Ty6 1 Tf (|) Tj ET BT 9.9626 0 0 9.9626 380.223 322.017
Tm /Ty40 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 386.45 313.947 Tm /Ty11 1 Tf
(L) Tj ET BT 6.9738 0 0 6.9738 393.23 312.453 Tm /Ty25 1 Tf (") Tj ET BT 9.9626 0 0 9.9626 397.063 313.947
Tm /Ty18 1 Tf (%) Tj ET BT 6.9738 0 0 6.9738 401.107 312.453 Tm /Ty13 1 Tf
(s) Tj ET BT 10.03234 0 0 9.9626 405.365 313.947 Tm /Ty2 1 Tf [ (.) -308 (W)
80 (e) -248 (note) -248 (that) -247 (this) -248 (bound) -248 (is) -247 (strictly)
] TJ ET BT 9.9626 0 0 9.9626 308.862 301.992 Tm /Ty2 1 Tf [ (tighter) -250
(than) -250 (that) -250 (in) -250 (Eq.) -310 (\() ] TJ ET /Cs1 cs 0.7 0.1
0.1 sc BT 9.9626 0 0 9.9626 404.6524 301.992 Tm /Ty2 1 Tf (8) Tj ET /Cs2 cs
0 sc BT 9.9626 0 0 9.9626 409.6337 301.992 Tm /Ty2 1 Tf (\).) Tj ET BT 10.16185 0 0 9.9626 320.817 290.037
Tm /Ty2 1 Tf [ (In) -311 (practice,) -328 (we) -311 (approximate) -311 (the)
-311 (e) 15 (xpectation) -311 (by) -311 (its) -311 (em-) ] TJ ET BT 10.14193 0 0 9.9626 308.862 278.082
Tm /Ty2 1 Tf [ (pirical) -245 (a) 19 (v) 15 (erage.) -304 (By) -246 (the)
-245 (classical) -246 (VC-dimension) -245 (bound,) -245 (the) ] TJ ET BT 9.9626 0 0 9.9626 308.862 266.127
Tm /Ty2 1 Tf [ (follo) 25 (wing) -250 (bound) -250 (on) -250 (the) -250 (empirical)
-250 (g) 5 (ap) -250 (holds:) ] TJ ET /Cs1 cs 0.94 0.94 0.94 sc 308.862 152.741 236.25 106.437
re f /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 312.847 247.478 Tm /Ty1 1 Tf [ (Lemma)
-250 (2) ] TJ ET BT 10.16185 0 0 9.9626 357.948 247.478 Tm /Ty3 1 Tf [ (\(Empirical)
-602 (gap\)) -602 (Denote) ] TJ ET BT 9.9626 0 0 9.9626 468.302 247.478 Tm
/Ty11 1 Tf (d) Tj ET BT 0.2466 Tc 6.9738 0 0 6.9738 473.488 245.983 Tm /Ty13
1 Tf (VC) Tj 0 Tc ET BT 10.16185 0 0 9.9626 492.725 247.478 Tm /Ty3 1 Tf [
(as) -602 (the) -602 (VC-) ] TJ ET BT 9.763348 0 0 9.9626 312.847 235.522
Tm /Ty3 1 Tf [ (dimension) -233 (of) -233 (the) -234 (hypothesi) 1 (s) -234
(class) ] TJ ET BT 9.9626 0 0 9.9626 444.641 235.522 Tm /Ty6 1 Tf (H) Tj ET
BT 6.9738 0 0 6.9738 453.055 234.028 Tm /Ty25 1 Tf (%) Tj ET BT 9.763348 0 0 9.9626 457.562 235.522
Tm /Ty3 1 Tf [ (.) -309 (Assume) -233 (that) ] TJ ET BT 9.9626 0 0 9.9626 512.592 235.522
Tm /Ty18 1 Tf (#) Tj ET BT 9.763348 0 0 9.9626 519.02 235.522 Tm /Ty3 1 Tf
(and) Tj ET BT 9.9626 0 0 9.9626 535.941 235.522 Tm /Ty11 1 Tf (d) Tj ET BT
9.823124 0 0 9.9626 312.847 223.567 Tm /Ty3 1 Tf [ (obe) 30 (y) -254 (the)
-255 (r) 38 (e) 41 (gularity) -255 (condition) -254 (in) -255 (Assumption)
] TJ ET /Cs1 cs 0.7 0.1 0.1 sc BT 9.823124 0 0 9.9626 487.2173 223.567 Tm
/Ty3 1 Tf (2) Tj ET /Cs2 cs 0 sc BT 9.823124 0 0 9.9626 492.1288 223.567 Tm
/Ty3 1 Tf [ (.) -318 (Then) -254 (given) ] TJ ET BT 9.9626 0 0 9.9626 312.847 211.612
Tm /Ty11 1 Tf (n) Tj ET BT 9.763348 0 0 9.9626 321.177 211.612 Tm /Ty3 1 Tf
[ (samples,) -244 (with) -240 (pr) 46 (obability) ] TJ ET BT 9.9626 0 0 9.9626 421.925 211.612
Tm /Ty8 1 Tf (1) Tj ET BT 9.9626 0 0 9.9626 428.599 211.612 Tm /Ty7 1 Tf (!)
Tj ET BT 9.9626 0 0 9.9626 438.041 211.612 Tm /Ty18 1 Tf (*) Tj ET BT 9.763348 0 0 9.9626 442.846 211.612
Tm /Ty3 1 Tf [ (,) -244 (we) -240 (can) -241 (upper) -241 (bound) -240 (the)
] TJ ET BT 9.9626 0 0 9.9626 312.847 199.657 Tm /Ty3 1 Tf [ (de) 15 (viation)
] TJ ET BT 9.9626 0 0 9.9626 352.269 199.657 Tm /Ty6 1 Tf (|) Tj ET BT 9.9626 0 0 9.9626 355.036 199.657
Tm /Ty30 1 Tf (D) Tj ET BT 6.9738 0 0 6.9738 362.687 203.272 Tm /Ty25 1 Tf
(#) Tj ET BT 6.9738 0 0 6.9738 362.01 197.194 Tm /Ty25 1 Tf (&) Tj ET BT 9.9626 0 0 9.9626 367.267 199.657
Tm /Ty8 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 371.142 199.657 Tm /Ty18 1 Tf
($) Tj ET BT 9.9626 0 0 9.9626 376.853 199.657 Tm /Ty8 1 Tf (\)) Tj ET BT
9.9626 0 0 9.9626 382.942 199.657 Tm /Ty7 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 392.904 199.657
Tm /Ty30 1 Tf (D) Tj ET BT 6.9738 0 0 6.9738 400.555 203.272 Tm /Ty25 1 Tf
(#) Tj ET BT 0.0007 Tc 6.9738 0 0 6.9738 399.878 197.194 Tm /Ty25 1 Tf ($)
Tj /Ty13 1 Tf (,n) Tj 0 Tc ET BT 9.9626 0 0 9.9626 411.431 199.657 Tm /Ty8
1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 415.305 199.657 Tm /Ty18 1 Tf ($) Tj
ET BT 9.9626 0 0 9.9626 421.017 199.657 Tm /Ty8 1 Tf (\)) Tj ET BT 9.9626 0 0 9.9626 424.891 199.657
Tm /Ty6 1 Tf (|) Tj ET BT 9.9626 0 0 9.9626 430.149 199.657 Tm /Ty3 1 Tf (with)
Tj ET BT 8.9664 0 0 8.9664 314.714 177.064 Tm /Ty37 1 Tf (*) Tj ET BT 8.9664 0 0 8.9664 314.714 171.684
Tm /Ty37 1 Tf (*) Tj ET BT 8.9664 0 0 8.9664 317.785 169.442 Tm /Ty30 1 Tf
(D) Tj ET BT 5.9776 0 0 5.9776 324.671 173.75 Tm /Ty31 1 Tf (!) Tj ET BT 5.9776 0 0 5.9776 324.062 167.865
Tm /Ty31 1 Tf (") Tj ET BT 8.9664 0 0 8.9664 328.989 169.442 Tm /Ty20 1 Tf
(\() Tj ET BT 8.9664 0 0 8.9664 332.572 169.442 Tm /Ty24 1 Tf ($) Tj ET BT
8.9664 0 0 8.9664 337.844 169.442 Tm /Ty20 1 Tf (\)) Tj ET BT 8.9664 0 0 8.9664 343.476 169.442
Tm /Ty34 1 Tf ($) Tj ET BT 8.9664 0 0 8.9664 352.691 169.442 Tm /Ty30 1 Tf
(D) Tj ET BT 5.9776 0 0 5.9776 359.577 173.75 Tm /Ty31 1 Tf (!) Tj ET BT 0.0007
Tc 5.9776 0 0 5.9776 358.967 167.865 Tm /Ty31 1 Tf (&) Tj /Ty23 1 Tf (,n)
Tj 0 Tc ET BT 8.9664 0 0 8.9664 369.843 169.442 Tm /Ty20 1 Tf (\() Tj ET BT
8.9664 0 0 8.9664 373.426 169.442 Tm /Ty24 1 Tf ($) Tj ET BT 8.9664 0 0 8.9664 378.698 169.442
Tm /Ty20 1 Tf (\)) Tj ET BT 8.9664 0 0 8.9664 382.282 177.064 Tm /Ty37 1 Tf
(*) Tj ET BT 8.9664 0 0 8.9664 382.282 171.684 Tm /Ty37 1 Tf (*) Tj ET BT
8.9664 0 0 8.9664 387.913 169.442 Tm /Ty34 1 Tf (!) Tj ET BT 8.9664 0 0 8.9664 397.641 169.442
Tm /Ty20 1 Tf (2) Tj ET BT 8.9664 0 0 8.9664 402.248 169.442 Tm /Ty19 1 Tf
(B) Tj ET BT 8.9664 0 0 8.9664 409.668 185.616 Tm /Ty37 1 Tf (+) Tj ET 0.379
w q 1 0 0 1 418.884 185.806 cm 0 0 m 98.271 0 l S Q BT 8.9664 0 0 8.9664 420.555 175.241
Tm /Ty20 1 Tf (1) Tj ET q 1 0 0 1 420.079 171.684 cm 0 0 m 5.559 0 l S Q BT
8.9664 0 0 8.9664 420.079 163.361 Tm /Ty19 1 Tf (n) Tj ET BT 8.9664 0 0 8.9664 428.369 182.065
Tm /Ty37 1 Tf (,) Tj ET BT 0.2289 Tc 8.9664 0 0 8.9664 433.233 169.442 Tm
/Ty20 1 Tf [ (1+) -1 (l) 228 (o) 228 (g) ] TJ 0 Tc ET BT 8.9664 0 0 8.9664 462.543 182.065
Tm /Ty37 1 Tf (-) Tj ET BT 0.0009 Tc 8.9664 0 0 8.9664 470.522 175.251 Tm
/Ty20 1 Tf (4\(2) Tj 0 Tc ET BT 8.9664 0 0 8.9664 483.321 175.251 Tm /Ty19
1 Tf (n) Tj ET BT 8.9664 0 0 8.9664 488.88 175.251 Tm /Ty20 1 Tf (\)) Tj ET
BT 5.9776 0 0 5.9776 492.464 177.824 Tm /Ty23 1 Tf (d) Tj ET BT 0.0362 Tc
4.9813 0 0 4.9813 496.305 176.828 Tm /Ty17 1 Tf (vc) Tj 0 Tc ET q 1 0 0 1 470.522 171.684
cm 0 0 m 33.79 0 l S Q BT 8.9664 0 0 8.9664 485.205 163.361 Tm /Ty24 1 Tf
(\)) Tj ET BT 0.0005 Tc 8.9664 0 0 8.9664 505.508 182.065 Tm /Ty37 1 Tf (./)
Tj 0 Tc ET BT 8.9664 0 0 8.9664 517.155 169.442 Tm /Ty19 1 Tf (.) Tj ET BT
8.9664 0 0 8.9664 526.189 169.442 Tm /Ty2 1 Tf (\(10\)) Tj ET BT 9.853011 0 0 9.9626 320.817 140.776
Tm /Ty2 1 Tf [ (W) 40 (ith) -251 (the) -252 (abo) 15 (v) 15 (e) -252 (hea)
21 (vy) -252 (lifting,) -252 (we) -252 (start) -252 (deri) 25 (ving) -251
(the) -252 (empir) 20 (-) ] TJ ET BT 9.773311 0 0 9.9626 308.862 128.821 Tm
/Ty2 1 Tf [ (ical) -254 (duality) -254 (g) 5 (ap,) -255 (which) -254 (is)
-254 (our) -254 (ultimate) -254 (goal) -255 (of) -254 (the) -254 (theoretical)
] TJ ET BT 10.07219 0 0 9.9626 308.862 116.866 Tm /Ty2 1 Tf [ (analysis.)
-306 (The) -247 (empirical) -246 (duality) -246 (g) 4 (ap) -246 (includes)
-246 (the) -247 (abo) 15 (v) 15 (e) -247 (tw) 10 (o) ] TJ ET BT 10.16185 0 0 9.9626 308.862 104.91
Tm /Ty2 1 Tf [ (components.) -629 (Combining) -353 (the) -354 (abo) 15 (v)
15 (e) -354 (bounds) -353 (on) -354 (t) 1 (w) 9 (o) -353 (g) 5 (aps,) ] TJ
ET BT 10.16185 0 0 9.9626 308.503 92.955 Tm /Ty2 1 Tf [ (we) -295 (can) -294
(bound) -295 (the) -295 (de) 25 (viation) -295 (between) ] TJ ET BT 9.9626 0 0 9.9626 461.679 92.955
Tm /Ty30 1 Tf (P) Tj ET BT 6.9738 0 0 6.9738 468.234 96.571 Tm /Ty25 1 Tf
(#) Tj ET BT 10.16185 0 0 9.9626 475.809 92.955 Tm /Ty2 1 Tf (and) Tj ET BT
9.9626 0 0 9.9626 493.477 92.955 Tm /Ty30 1 Tf (D) Tj ET BT 6.9738 0 0 6.9738 501.128 96.571
Tm /Ty10 1 Tf (") Tj ET BT 0.0001 Tc 6.9738 0 0 6.9738 500.451 90.492 Tm /Ty25
1 Tf (&) Tj /Ty13 1 Tf (,n) Tj 0 Tc ET BT 9.9626 0 0 9.9626 511.56 92.955
Tm /Ty8 1 Tf (\() Tj ET BT 9.9626 0 0 9.9626 515.435 92.955 Tm /Ty18 1 Tf
($) Tj ET BT 9.9626 0 0 9.9626 521.146 92.955 Tm /Ty8 1 Tf (\)) Tj ET BT 10.16185 0 0 9.9626 528.015 92.955
Tm /Ty2 1 Tf (\() Tj ET BT 10.16185 0 0 9.9626 531.399 92.955 Tm /Ty3 1 Tf
(i.e) Tj ET BT 10.16185 0 0 9.9626 541.276 92.955 Tm /Ty2 1 Tf (.,) Tj ET
BT 9.9626 0 0 9.9626 308.862 81 Tm /Ty6 1 Tf (|) Tj ET BT 9.9626 0 0 9.9626 311.629 81
Tm /Ty30 1 Tf (P) Tj ET BT 6.9738 0 0 6.9738 318.185 84.615 Tm /Ty25 1 Tf
(#) Tj ET BT 9.9626 0 0 9.9626 324.979 81 Tm /Ty7 1 Tf (!) Tj ET BT 9.9626 0 0 9.9626 334.941 81
Tm /Ty30 1 Tf (D) Tj ET BT 6.9738 0 0 6.9738 342.592 84.615 Tm /Ty10 1 Tf
(") Tj ET BT 0.0001 Tc 6.9738 0 0 6.9738 341.915 78.537 Tm /Ty25 1 Tf (&)
Tj /Ty13 1 Tf (,n) Tj 0 Tc ET BT 9.9626 0 0 9.9626 353.025 81 Tm /Ty8 1 Tf
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-250 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 339.5767 481.974
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(ANN) -250 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 451.108 481.974
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Tm /Ty2 1 Tf [ (],) -250 (AugMix) -250 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc
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Tm /Ty2 1 Tf [ (All) -250 (the) -250 (baselines) -250 (in) -249 (DG) -250
(tasks) -250 (are) -250 (implemented) -250 (using) -250 (the) ] TJ ET BT 9.763348 0 0 9.9626 308.862 457.839
Tm /Ty2 1 Tf [ (codebase) -220 (of) -221 (Domainbed) -220 ([) ] TJ ET /Cs1
cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 408.041 457.839 Tm /Ty2 1 Tf (27)
Tj ET /Cs2 cs 0 sc BT 9.763348 0 0 9.9626 418.004 457.839 Tm /Ty2 1 Tf [ (].)
-305 (W) 82 (e) -221 (adapt) -220 (AugMix) -220 (for) -221 (ablation) ] TJ
ET BT 10.16185 0 0 9.9626 308.862 445.884 Tm /Ty2 1 Tf [ (studies) -333 (using)
-333 (the) -332 (of) 24 1 (cial) -333 (implementations) -333 (as) -333
(indicated) -333 (in) ] TJ ET BT 10.16185 0 0 9.9626 308.862 433.929 Tm /Ty2
1 Tf ([) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 312.246 433.929
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Tm /Ty2 1 Tf [ (].) -706 (The) -379 (tw) 10 (o-sample) -379 (classier) 39
(,) -413 (implemented) -379 (as) -379 (a) -379 (RBF) ] TJ ET BT 10.16185 0 0 9.9626 308.862 421.973
Tm /Ty2 1 Tf [ (k) 10 (ernel) -278 (SVM) -278 (using) -279 (Scikit-learn,)
-286 (is) -278 (used) -278 (for) -279 (calculat) 1 (ing) -279 (the) ] TJ ET
BT 9.9626 0 0 9.9626 308.862 410.018 Tm /Ty2 1 Tf [ (generalization) -250
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-225 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 353.937 385.883
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Tm /Ty2 1 Tf [ (],) -231 (we) -225 (conduct) -225 (a) -225 (random) -225 (search)
-225 (of) -225 (20) -224 (trials) -225 (o) 15 (v) 15 (er) ] TJ ET BT 10.03234 0 0 9.9626 308.862 373.928
Tm /Ty2 1 Tf [ (the) -249 (h) 5 (yperparameter) -250 (di) 1 (strib) 19 (ution)
-249 (for) -249 (each) -249 (algorithm) -250 (and) -249 (test) ] TJ ET BT
10.16185 0 0 9.9626 308.862 361.973 Tm /Ty2 1 Tf [ (domain.) -455 (Specically)
63 (,) -308 (we) -296 (split) -295 (the) -296 (data) -295 (from) -296 (each)
-296 (domain) ] TJ ET BT 10.16185 0 0 9.9626 308.862 350.018 Tm /Ty2 1 Tf
(into) Tj ET BT 9.9626 0 0 9.9626 328.502 350.018 Tm /Ty8 1 Tf (80%) Tj ET
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Tm /Ty8 1 Tf (20%) Tj ET BT 10.16185 0 0 9.9626 391.191 350.018 Tm /Ty2 1
Tf [ (proportions,) -410 (where) -376 (the) -377 (lar) 18 (ger) -377 (split)
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-246 (for) -245 (training) -246 (and) -246 (e) 25 (v) 24 (aluation,) -246
(and) -245 (the) -246 (smaller) -246 (one) -246 (is) -245 (for) ] TJ ET BT
9.942675 0 0 9.9626 308.862 326.108 Tm /Ty2 1 Tf [ (selecting) -250 (h) 5
(yp) -1 (e) 1 (rparameters.) -311 (W) 80 (e) -251 (repeat) -250 (the) -251
(entire) -250 (e) 15 (xperiment) ] TJ ET BT 9.763348 0 0 9.9626 308.862 314.152
Tm /Ty2 1 Tf [ (twice) -200 (using) -200 (dif) 25 (ferent) -200 (seeds) -200
(to) -200 (reduce) -200 (the) -201 (randomness.) -298 (Finall) 1 (y) 66 (,)
] TJ ET BT 10.16185 0 0 9.9626 308.503 302.197 Tm /Ty2 1 Tf [ (we) -311 (report)
-312 (the) -311 (mean) -311 (o) 14 (v) 15 (er) -311 (these) -311 (repetitions)
-312 (as) -311 (well) -311 (as) -312 (their) ] TJ ET BT 9.9626 0 0 9.9626 308.862 290.242
Tm /Ty2 1 Tf [ (estimated) -250 (standard) -250 (error) 55 (.) ] TJ ET BT
10.16185 0 0 9.9626 320.817 278.063 Tm /Ty1 1 Tf [ (Model) -318 (selection.)
] TJ ET BT 10.16185 0 0 9.9626 396.82 278.063 Tm /Ty2 1 Tf [ (The) -318 (model)
-318 (selection) -318 (in) -319 (domain) -318 (gen-) ] TJ ET BT 10.16185 0 0 9.9626 308.862 266.107
Tm /Ty2 1 Tf [ (eralization) -290 (is) -291 (intrinsically) -291 (a) -290
(learning) -291 (problem,) -302 (and) -290 (we) -291 (use) ] TJ ET BT 10.16185 0 0 9.9626 308.862 254.152
Tm /Ty2 1 Tf [ (test-domain) -265 (v) 25 (alidation,) -270 (one) -265 (of)
-265 (the) -265 (three) -265 (selection) -265 (methods) ] TJ ET BT 10.16185 0 0 9.9626 308.862 242.197
Tm /Ty2 1 Tf [ (in) -315 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 323.357 242.197
Tm /Ty2 1 Tf (27) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 333.319 242.197
Tm /Ty2 1 Tf [ (].) -515 (This) -315 (strate) 14 (gy) -315 (is) -315 (an)
-316 (oracle-selection) -315 (one) -316 (since) -315 (we) ] TJ ET BT 10.08215 0 0 9.9626 308.862 230.242
Tm /Ty2 1 Tf [ (choose) -247 (the) -247 (model) -247 (maximizing) -247 (the)
-247 (accurac) 15 (y) -247 (on) -247 (a) -247 (v) 24 (ali) 1 (dation) ] TJ
ET BT 9.9626 0 0 9.9626 308.862 218.287 Tm /Ty2 1 Tf [ (set) -250 (that) -250
(follo) 25 (ws) -250 (the) -250 (same) -250 (distrib) 20 (ution) -250 (of)
-250 (the) -250 (test) -250 (domain.) ] TJ ET BT 9.763348 0 0 9.9626 320.817 206.107
Tm /Ty1 1 Tf [ (Model) -204 (ar) 18 (chitectur) 18 (es.) ] TJ ET BT 9.763348 0 0 9.9626 409.155 206.107
Tm /Ty2 1 Tf [ (F) 15 (ollo) 26 (wing) -204 ([) ] TJ ET /Cs1 cs 0.4 0.15 0.95
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(use) -204 (as) -204 (encoders) ] TJ ET BT 9.982525 0 0 9.9626 308.862 194.152
Tm /Ty2 1 Tf [ (Con) 40 (vNet) -248 (for) -248 (RotatedMNIST) -248 (\(detailed)
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Tm /Ty2 1 Tf ([) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 312.1795 182.197
Tm /Ty2 1 Tf (27) Tj ET /Cs2 cs 0 sc BT 9.9626 0 0 9.9626 322.1421 182.197
Tm /Ty2 1 Tf [ (]\)) -250 (and) -250 (ResNet-50) -250 (for) -250 (the) -250
(remaining) -250 (datasets.) ] TJ ET BT 9.763348 0 0 9.9626 320.817 170.017
Tm /Ty2 1 Tf [ (Moti) 26 (v) 25 (ated) -219 (by) -219 (the) -219 (observ)
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Tm /Ty2 1 Tf [ (the) -315 (latent) -316 (spaces) -315 ([) ] TJ ET /Cs1 cs
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ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 399.085 146.107 Tm /Ty2 1
Tf (69) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 409.047 146.107 Tm /Ty2
1 Tf (,) Tj ET /Cs1 cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 414.792 146.107
Tm /Ty2 1 Tf (70) Tj ET /Cs2 cs 0 sc BT 10.16185 0 0 9.9626 424.755 146.107
Tm /Ty2 1 Tf [ (],) -333 (we) -315 (use) -315 (adv) 14 (ersarial) -315 (training)
] TJ ET BT 9.803198 0 0 9.9626 308.862 134.152 Tm /Ty2 1 Tf ([) Tj ET /Cs1
cs 0.4 0.15 0.95 sc BT 9.9626 0 0 9.9626 312.126 134.152 Tm /Ty2 1 Tf (26)
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(95.8) -250 -250 (0.2) -858 (94.8) -250 -250 (0.3) -857 (95.6) ] TJ
ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 0.05 Tc 6.9738 0 0 6.9738 58.505 685.309
Tm /Ty2 1 Tf [ (IRM) -250 ([) ] TJ ET Q /Cs1 cs 0.4 0.15 0.95 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 77.13899 685.309 Tm /Ty2 1 Tf (3) Tj ET Q /Cs2 cs
0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 6.9738 0 0 6.9738 80.97458 685.309
Tm /Ty2 1 Tf (]) Tj ET Q q 1.04822 0 0 1.04822 105.3888 683.8669 cm 0 0 m
0 8.369 l S Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 6.9738 0 0 6.9738 106.309 685.309
Tm /Ty2 1 Tf [ (96.0) -250 -250 (0.2) -936 (98.9) -250 -250 (0.0)
-936 (99.0) -250 -250 (0.0) -936 (98.8) -250 -250 (0.1) -936 (98.9)
-250 -250 (0.1) -936 (95.7) -250 -250 (0.3) -897 (97.9) ] TJ ET Q
q 1.04822 0 0 1.04822 344.1692 683.8669 cm 0 0 m 0 8.369 l S Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 333.83 685.309 Tm /Ty2 1 Tf [ (95.0) -250 -250
(0.7) -857 (92.0) -250 -250 (0.2) -857 (95.2) -250 -250 (0.3) -857
(94.3) -250 -250 (0.1) -858 (93.3) -250 -250 (0.6) -857 (94.0) ] TJ
ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 0.05 Tc 6.9738 0 0 6.9738 58.505 676.94
Tm /Ty2 1 Tf [ (GDR) 40 (O) -250 ([) ] TJ ET Q /Cs1 cs 0.4 0.15 0.95 sc q
1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 0.05 Tc 6.9738 0 0 6.9738 83.792 676.94
Tm /Ty2 1 Tf (66) Tj ET Q /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 91.46318 676.94 Tm /Ty2 1 Tf (]) Tj ET Q q 1.04822 0 0 1.04822 105.3888 675.0954
cm 0 0 m 0 8.369 l S Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 6.9738 0 0 6.9738 106.309 676.94
Tm /Ty2 1 Tf [ (96.2) -250 -250 (0.1) -936 (98.9) -250 -250 (0.0)
-936 (99.0) -250 -250 (0.1) -936 (98.7) -250 -250 (0.1) -936 (99.1)
-250 -250 (0.0) -936 (96.8) -250 -250 (0.1) -897 (98.1) ] TJ ET Q
q 1.04822 0 0 1.04822 344.1692 675.0954 cm 0 0 m 0 8.369 l S Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 333.83 676.94 Tm /Ty2 1 Tf [ (96.5) -250 -250
(0.1) -857 (95.0) -250 -250 (0.3) -857 (95.9) -250 -250 (0.9) -857
(96.0) -250 -250 (0.1) -858 (95.7) -250 -250 (0.4) -857 (95.8) ] TJ
ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 6.9738 0 0 6.9738 58.505 668.572
Tm /Ty2 1 Tf (M) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 0.062
Tc 5.5791 0 0 5.5791 65.054 668.572 Tm /Ty2 1 Tf [ (IXU) 1 (P) ] TJ ET Q q
1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 6.9738 0 0 6.9738 81.191 668.572
Tm /Ty2 1 Tf ([) Tj ET Q /Cs1 cs 0.4 0.15 0.95 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 0.05 Tc 6.9738 0 0 6.9738 83.86197 668.572 Tm /Ty2 1 Tf (80) Tj ET Q
/Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 6.9738 0 0 6.9738 91.53315 668.572
Tm /Ty2 1 Tf (]) Tj ET Q q 1.04822 0 0 1.04822 105.3888 666.3228 cm 0 0 m
0 8.369 l S Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 6.9738 0 0 6.9738 106.309 668.572
Tm /Ty2 1 Tf [ (95.8) -250 -250 (0.3) -936 (98.9) -250 -250 (0.1)
-936 (99.0) -250 -250 (0.1) -936 (99.0) -250 -250 (0.1) -936 (98.9)
-250 -250 (0.1) -936 (96.5) -250 -250 (0.1) -897 (98.0) ] TJ ET Q
q 1.04822 0 0 1.04822 344.1692 666.3228 cm 0 0 m 0 8.369 l S Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 333.83 668.572 Tm /Ty2 1 Tf [ (96.2) -250 -250
(0.0) -857 (94.3) -250 -250 (0.1) -857 (95.7) -250 -250 (0.4) -857
(96.7) -250 -250 (0.0) -858 (95.1) -250 -250 (0.1) -857 (95.6) ] TJ
ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 0.05 Tc 6.9738 0 0 6.9738 58.505 660.203
Tm /Ty2 1 Tf [ (MLDG) -250 ([) ] TJ ET Q /Cs1 cs 0.4 0.15 0.95 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 0.05 Tc 6.9738 0 0 6.9738 84.84504 660.203 Tm /Ty2 1 Tf (44) Tj ET Q
/Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 6.9738 0 0 6.9738 92.51622 660.203
Tm /Ty2 1 Tf (]) Tj ET Q q 1.04822 0 0 1.04822 105.3888 657.5503 cm 0 0 m
0 8.369 l S Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 6.9738 0 0 6.9738 106.309 660.203
Tm /Ty2 1 Tf [ (96.2) -250 -250 (0.1) -936 (99.0) -250 -250 (0.0)
-936 (99.0) -250 -250 (0.1) -936 (98.9) -250 -250 (0.1) -936 (99.0)
-250 -250 (0.1) -936 (96.1) -250 -250 (0.2) -897 (98.0) ] TJ ET Q
q 1.04822 0 0 1.04822 344.1692 657.5503 cm 0 0 m 0 8.369 l S Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 333.83 660.203 Tm /Ty2 1 Tf [ (97.0) -250 -250
(0.1) -857 (95.0) -250 -250 (0.3) -857 (96.6) -250 -250 (0.5) -857
(96.0) -250 -250 (0.2) -858 (96.1) -250 -250 (0.3) -857 (96.1) ] TJ
ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 0.05 Tc 6.9738 0 0 6.9738 58.505 651.834
Tm /Ty2 1 Tf [ (CORAL) -250 ([) ] TJ ET Q /Cs1 cs 0.4 0.15 0.95 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 0.05 Tc 6.9738 0 0 6.9738 88.29707 651.834 Tm /Ty2 1 Tf (73) Tj ET Q
/Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 6.9738 0 0 6.9738 95.96825 651.834
Tm /Ty2 1 Tf (]) Tj ET Q q 1.04822 0 0 1.04822 105.3888 648.7788 cm 0 0 m
0 8.369 l S Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 6.9738 0 0 6.9738 106.309 651.834
Tm /Ty2 1 Tf [ (96.4) -250 -250 (0.1) -936 (99.0) -250 -250 (0.0)
-936 (99.0) -250 -250 (0.1) -936 (99.0) -250 -250 (0.0) -936 (98.9)
-250 -250 (0.1) -936 (96.8) -250 -250 (0.2) -897 (98.2) ] TJ ET Q
q 1.04822 0 0 1.04822 344.1692 648.7788 cm 0 0 m 0 8.369 l S Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 333.83 651.834 Tm /Ty2 1 Tf [ (96.5) -250 -250
(0.2) -857 (95.2) -250 -250 (0.1) -857 (96.9) -250 -250 (0.1) -857
(96.8) -250 -250 (0.3) -858 (94.8) -250 -250 (0.3) -857 (96.0) ] TJ
ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 0.05 Tc 6.9738 0 0 6.9738 58.505 643.466
Tm /Ty2 1 Tf [ (MMD) -250 ([) ] TJ ET Q /Cs1 cs 0.4 0.15 0.95 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 0.05 Tc 6.9738 0 0 6.9738 81.39999 643.466 Tm /Ty2 1 Tf (46) Tj ET Q
/Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 6.9738 0 0 6.9738 89.07117 643.466
Tm /Ty2 1 Tf (]) Tj ET Q q 1.04822 0 0 1.04822 105.3888 640.0062 cm 0 0 m
0 8.369 l S Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 6.9738 0 0 6.9738 106.309 643.466
Tm /Ty2 1 Tf [ (95.7) -250 -250 (0.4) -936 (98.8) -250 -250 (0.0)
-936 (98.9) -250 -250 (0.1) -936 (98.8) -250 -250 (0.1) -936 (99.0)
-250 -250 (0.0) -936 (96.3) -250 -250 (0.2) -897 (97.9) ] TJ ET Q
q 1.04822 0 0 1.04822 344.1692 640.0062 cm 0 0 m 0 8.369 l S Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 333.83 643.466 Tm /Ty2 1 Tf [ (96.3) -250 -250
(0.1) -857 (94.9) -250 -250 (0.1) -857 (96.8) -250 -250 (0.1) -857
(96.5) -250 -250 (0.2) -858 (93.3) -250 -250 (0.1) -857 (95.6) ] TJ
ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 0.01 Tc 6.9738 0 0 6.9738 58.505 635.097
Tm /Ty2 1 Tf [ (DA) -40 (N) -40 (N) -290 ([) ] TJ ET Q /Cs1 cs 0.4 0.15 0.95
sc q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 0.05 Tc 6.9738 0 0 6.9738 84.17556 635.097
Tm /Ty2 1 Tf (23) Tj ET Q /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 91.84674 635.097 Tm /Ty2 1 Tf (]) Tj ET Q q 1.04822 0 0 1.04822 105.3888 631.2347
cm 0 0 m 0 8.369 l S Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 6.9738 0 0 6.9738 106.309 635.097
Tm /Ty2 1 Tf [ (96.0) -250 -250 (0.1) -936 (98.8) -250 -250 (0.1)
-936 (98.6) -250 -250 (0.1) -936 (98.7) -250 -250 (0.1) -936 (98.8)
-250 -250 (0.1) -936 (96.4) -250 -250 (0.1) -897 (97.9) ] TJ ET Q
q 1.04822 0 0 1.04822 344.1692 631.2347 cm 0 0 m 0 8.369 l S Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 333.83 635.097 Tm /Ty2 1 Tf [ (93.9) -250 -250
(0.3) -857 (89.6) -250 -250 (1.0) -857 (94.5) -250 -250 (0.1) -857
(93.9) -250 -250 (0.5) -858 (92.0) -250 -250 (0.2) -857 (92.8) ] TJ
ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 0.05 Tc 6.9738 0 0 6.9738 58.505 626.728
Tm /Ty2 1 Tf [ (CD) 40 (ANN) -250 ([) ] TJ ET Q /Cs1 cs 0.4 0.15 0.95 sc q
1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 0.05 Tc 6.9738 0 0 6.9738 89.17577 626.728
Tm /Ty2 1 Tf (47) Tj ET Q /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 96.84695 626.728 Tm /Ty2 1 Tf (]) Tj ET Q q 1.04822 0 0 1.04822 105.3888 622.4622
cm 0 0 m 0 8.369 l S Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 6.9738 0 0 6.9738 106.309 626.729
Tm /Ty2 1 Tf [ (95.8) -250 -250 (0.2) -936 (98.8) -250 -250 (0.0)
-936 (98.9) -250 -250 (0.0) -936 (98.6) -250 -250 (0.1) -936 (98.8)
-250 -250 (0.1) -936 (96.1) -250 -250 (0.2) -897 (97.8) ] TJ ET Q
q 1.04822 0 0 1.04822 344.1692 622.4622 cm 0 0 m 0 8.369 l S Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 333.83 626.729 Tm /Ty2 1 Tf [ (94.3) -250 -250
(0.1) -857 (91.7) -250 -250 (0.7) -857 (95.0) -250 -250 (0.1) -857
(94.7) -250 -250 (0.2) -858 (92.9) -250 -250 (0.5) -857 (93.7) ] TJ
ET Q /Cs2 cs 0.93 sc 55.59419 613.6896 49.585 8.772553 re f /Cs2 cs 0 sc q
1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 0.05 Tc 6.9738 0 0 6.9738 58.505 618.36
Tm /Ty2 1 Tf (DDG) Tj ET Q q 1.04822 0 0 1.04822 105.3888 613.6896 cm 0 0
m 0 8.369 l S Q /Cs2 cs 0.93 sc 105.5974 613.6896 36.55038 8.772553 re f /Cs2
cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 6.9738 0 0 6.9738 106.034 618.36
Tm /Ty1 1 Tf (96.6) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT
6.9738 0 0 6.9738 118.238 618.36 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 126.208 618.36 Tm /Ty1 1 Tf (0.1) Tj ET Q /Cs2 cs
0.93 sc 142.1478 613.6896 36.55038 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 140.903 618.36 Tm /Ty1 1 Tf (99.0) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 153.107 618.36 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 161.077 618.36 Tm /Ty1 1 Tf (0.1) Tj ET Q /Cs2 cs
0.93 sc 178.6992 613.6896 36.55038 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 175.772 618.36 Tm /Ty1 1 Tf (99.0) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 187.977 618.36 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 195.947 618.36 Tm /Ty1 1 Tf (0.2) Tj ET Q /Cs2 cs
0.93 sc 215.2496 613.6896 36.55038 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 210.642 618.36 Tm /Ty1 1 Tf (99.1) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 222.846 618.36 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 230.816 618.36 Tm /Ty1 1 Tf (0.2) Tj ET Q /Cs2 cs
0.93 sc 251.8 613.6896 36.55038 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 245.511 618.36 Tm /Ty1 1 Tf (99.1) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 257.715 618.36 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 265.685 618.36 Tm /Ty1 1 Tf (0.2) Tj ET Q /Cs2 cs
0.93 sc 288.3504 613.6896 36.55038 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 280.38 618.36 Tm /Ty1 1 Tf (97.4) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 292.584 618.36 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 300.554 618.36 Tm /Ty1 1 Tf (0.4) Tj ET Q /Cs2 cs
0.93 sc 324.9018 613.6896 19.05874 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 315.249 618.36 Tm /Ty1 1 Tf (98.4) Tj ET Q q 1.04822 0 0 1.04822 344.1692 613.6896
cm 0 0 m 0 8.369 l S Q /Cs2 cs 0.93 sc 344.3778 613.6896 35.97386 8.772553
re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 6.9738 0 0 6.9738 334.426 618.36
Tm /Ty1 1 Tf (97.4) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT
6.9738 0 0 6.9738 346.631 618.36 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 352.857 618.36 Tm /Ty1 1 Tf (0.2) Tj ET Q /Cs2 cs
0.93 sc 380.3516 613.6896 35.97386 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 368.746 618.36 Tm /Ty1 1 Tf (95.4) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 380.95 618.36 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 387.177 618.36 Tm /Ty1 1 Tf (0.2) Tj ET Q /Cs2 cs
0.93 sc 416.3255 613.6896 35.97386 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 403.065 618.36 Tm /Ty2 1 Tf (96.8) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 415.269 618.36 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 421.496 618.36 Tm /Ty2 1 Tf (0.1) Tj ET Q /Cs2 cs
0.93 sc 452.3004 613.6896 35.97386 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 437.384 618.36 Tm /Ty1 1 Tf (96.8) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 449.588 618.36 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 455.815 618.36 Tm /Ty1 1 Tf (0.1) Tj ET Q /Cs2 cs
0.93 sc 488.2742 613.6896 35.97386 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 471.703 618.36 Tm /Ty1 1 Tf (96.6) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 483.908 618.36 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 490.134 618.36 Tm /Ty1 1 Tf (0.3) Tj ET Q /Cs2 cs
0.93 sc 524.2481 613.6896 19.05874 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 505.426 618.36 Tm /Ty1 1 Tf (96.6) Tj ET Q /Cs2 cs
0.93 sc 55.59419 604.9181 49.585 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 0.05 Tc 6.9738 0 0 6.9738 58.505 609.991 Tm /Ty2 1 Tf (DDG) Tj ET Q
q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 5.5791 0 0 5.5791 76.4 609.991
Tm /Ty2 1 Tf (W) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 0.3
Tc 6.9738 0 0 6.9738 82.014 609.991 Tm /Ty2 1 Tf (/A) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 0.062 Tc 5.5791 0 0 5.5791 91.087 609.991 Tm /Ty2 1 Tf (UG) Tj ET Q
q 1.04822 0 0 1.04822 105.3888 604.9181 cm 0 0 m 0 8.369 l S Q /Cs2 cs 0.93
sc 105.5974 604.9181 36.55038 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 106.034 609.991 Tm /Ty1 1 Tf (96.7) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 118.238 609.991 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 126.208 609.991 Tm /Ty1 1 Tf (0.4) Tj ET Q /Cs2 cs
0.93 sc 142.1478 604.9181 36.55038 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 140.903 609.991 Tm /Ty1 1 Tf (99.0) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 153.107 609.991 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 161.077 609.991 Tm /Ty1 1 Tf (0.3) Tj ET Q /Cs2 cs
0.93 sc 178.6992 604.9181 36.55038 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 175.772 609.991 Tm /Ty1 1 Tf (99.1) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 187.977 609.991 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 195.947 609.991 Tm /Ty1 1 Tf (0.2) Tj ET Q /Cs2 cs
0.93 sc 215.2496 604.9181 36.55038 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 210.642 609.991 Tm /Ty1 1 Tf (99.2) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 222.846 609.991 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 230.816 609.991 Tm /Ty1 1 Tf (0.2) Tj ET Q /Cs2 cs
0.93 sc 251.8 604.9181 36.55038 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 245.511 609.991 Tm /Ty2 1 Tf (99.0) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 257.715 609.991 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 265.685 609.991 Tm /Ty2 1 Tf (0.3) Tj ET Q /Cs2 cs
0.93 sc 288.3504 604.9181 36.55038 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 280.38 609.991 Tm /Ty1 1 Tf (97.4) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 292.584 609.991 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 300.554 609.991 Tm /Ty1 1 Tf (0.3) Tj ET Q /Cs2 cs
0.93 sc 324.9018 604.9181 19.05874 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 315.249 609.991 Tm /Ty1 1 Tf (98.4) Tj ET Q q 1.04822 0 0 1.04822 344.1692 604.9181
cm 0 0 m 0 8.369 l S Q /Cs2 cs 0.93 sc 344.3778 604.9181 35.97386 8.772553
re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT 6.9738 0 0 6.9738 334.426 609.991
Tm /Ty1 1 Tf (97.7) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563 cm BT
6.9738 0 0 6.9738 346.631 609.991 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 352.857 609.991 Tm /Ty1 1 Tf (0.4) Tj ET Q /Cs2 cs
0.93 sc 380.3516 604.9181 35.97386 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 368.746 609.991 Tm /Ty1 1 Tf (96.6) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 380.95 609.991 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 387.177 609.991 Tm /Ty1 1 Tf (0.2) Tj ET Q /Cs2 cs
0.93 sc 416.3255 604.9181 35.97386 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 403.065 609.991 Tm /Ty1 1 Tf (96.9) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 415.269 609.991 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 421.496 609.991 Tm /Ty1 1 Tf (0.1) Tj ET Q /Cs2 cs
0.93 sc 452.3004 604.9181 35.97386 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 437.384 609.991 Tm /Ty1 1 Tf (97.2) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 449.588 609.991 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 455.815 609.991 Tm /Ty1 1 Tf (0.3) Tj ET Q /Cs2 cs
0.93 sc 488.2742 604.9181 35.97386 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 471.703 609.991 Tm /Ty1 1 Tf (96.9) Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 483.908 609.991 Tm /Ty9 1 Tf Tj ET Q q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 490.134 609.991 Tm /Ty1 1 Tf (0.1) Tj ET Q /Cs2 cs
0.93 sc 524.2481 604.9181 19.05874 8.772553 re f /Cs2 cs 0 sc q 1.04822 0 0 1.04822 -2.416401 -31.85563
cm BT 6.9738 0 0 6.9738 505.426 609.991 Tm /Ty1 1 Tf (96.9) Tj ET Q q 1.08144 0 0 1.08144 114.4133 586.683
cm 0 0 m 0 7.97 l S Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 200.099 585.646
Tm /Ty1 1 Tf [ (P) 74 (A) 55 (CS) ] TJ ET Q q 1.08144 0 0 1.08144 328.9343 586.683
cm 0 0 m 0 7.97 l S Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 397.82 585.646
Tm /Ty1 1 Tf (VLCS) Tj ET Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT
6.9738 0 0 6.9738 60.822 577.676 Tm /Ty2 1 Tf (Domain) Tj ET Q q 1.08144 0 0 1.08144 114.4133 578.0639
cm 0 0 m 0 7.97 l S Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 128.667 577.676
Tm /Ty2 1 Tf [ (A) -5447 (C) -5530 (P) -5585 (S) -3880 (A) 74 (vg) ] TJ ET
Q q 1.08144 0 0 1.08144 328.9343 578.0639 cm 0 0 m 0 7.97 l S Q q 1.08144 0 0 1.08144 -4.081121 -44.07231
cm BT 6.9738 0 0 6.9738 327.225 577.676 Tm /Ty2 1 Tf [ (C) -5502 (L) -5558
(S) -5503 (V) -3796 (A) 74 (vg) ] TJ ET Q 0.996 w q 1.08144 0 0 1.08144 53.88298 577.5253
cm 0 0 m 452.504 0 l S Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 0.05
Tc 6.9738 0 0 6.9738 60.996 568.71 Tm /Ty2 1 Tf [ (ERM) -250 ([) ] TJ ET Q
/Cs1 cs 0.4 0.15 0.95 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 0.05
Tc 6.9738 0 0 6.9738 81.56871 568.71 Tm /Ty2 1 Tf (76) Tj ET Q /Cs2 cs 0 sc
q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 89.23989 568.71
Tm /Ty2 1 Tf (]) Tj ET Q 0.398 w q 1.08144 0 0 1.08144 114.4133 568.3677 cm
0 0 m 0 7.97 l S Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 117.014 568.71
Tm /Ty2 1 Tf [ (87.8) -250 -250 (0.4) -2077 (82.8) -250 -250 (0.5)
-2078 (97.6) -250 -250 (0.4) -2077 (80.4) -250 -250 (0.6) -2075 (87.2)
] TJ ET Q q 1.08144 0 0 1.08144 328.9343 568.3677 cm 0 0 m 0 7.97 l S Q q
1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 315.38 568.71
Tm /Ty2 1 Tf [ (97.7) -250 -250 (0.3) -2077 (65.2) -250 -250 (0.4)
-2078 (73.2) -250 -250 (0.7) -2077 (75.2) -250 -250 (0.4) -2075 (77.8)
] TJ ET Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 0.05 Tc 6.9738 0 0 6.9738 60.996 560.74
Tm /Ty2 1 Tf [ (IRM) -250 ([) ] TJ ET Q /Cs1 cs 0.4 0.15 0.95 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231
cm BT 6.9738 0 0 6.9738 79.62999 560.74 Tm /Ty2 1 Tf (3) Tj ET Q /Cs2 cs 0
sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 83.46558 560.74
Tm /Ty2 1 Tf (]) Tj ET Q q 1.08144 0 0 1.08144 114.4133 559.7486 cm 0 0 m
0 7.97 l S Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 117.014 560.74
Tm /Ty2 1 Tf [ (85.7) -250 -250 (1.0) -2077 (79.3) -250 -250 (1.1)
-2078 (97.6) -250 -250 (0.4) -2077 (75.9) -250 -250 (1.0) -2075 (84.6)
] TJ ET Q q 1.08144 0 0 1.08144 328.9343 559.7486 cm 0 0 m 0 7.97 l S Q q
1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 315.38 560.74
Tm /Ty2 1 Tf [ (97.6) -250 -250 (0.5) -2077 (64.7) -250 -250 (1.1)
-2078 (69.7) -250 -250 (0.5) -2077 (76.6) -250 -250 (0.7) -2075 (77.2)
] TJ ET Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 0.05 Tc 6.9738 0 0 6.9738 60.996 552.77
Tm /Ty2 1 Tf [ (GDR) 40 (O) -250 ([) ] TJ ET Q /Cs1 cs 0.4 0.15 0.95 sc q
1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 0.05 Tc 6.9738 0 0 6.9738 86.283 552.77
Tm /Ty2 1 Tf (66) Tj ET Q /Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231
cm BT 6.9738 0 0 6.9738 93.95418 552.77 Tm /Ty2 1 Tf (]) Tj ET Q q 1.08144 0 0 1.08144 114.4133 551.1296
cm 0 0 m 0 7.97 l S Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 117.014 552.77
Tm /Ty2 1 Tf [ (88.2) -250 -250 (0.7) -2077 (82.4) -250 -250 (0.8)
-2078 (97.7) -250 -250 (0.2) -2077 (80.6) -250 -250 (0.9) -2075 (87.2)
] TJ ET Q q 1.08144 0 0 1.08144 328.9343 551.1296 cm 0 0 m 0 7.97 l S Q q
1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 315.38 552.77
Tm /Ty2 1 Tf [ (97.8) -250 -250 (0.0) -2077 (66.4) -250 -250 (0.5)
-2078 (68.7) -250 -250 (1.2) -2077 (76.8) -250 -250 (1.0) -2075 (77.4)
] TJ ET Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 60.996 544.8
Tm /Ty2 1 Tf (M) Tj ET Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 0.062
Tc 5.5791 0 0 5.5791 67.544 544.8 Tm /Ty2 1 Tf (IXUP) Tj ET Q q 1.08144 0 0 1.08144 -4.081121 -44.07231
cm BT 6.9738 0 0 6.9738 83.682 544.8 Tm /Ty2 1 Tf ([) Tj ET Q /Cs1 cs 0.4
0.15 0.95 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 0.05 Tc 6.9738 0 0 6.9738 86.35297 544.8
Tm /Ty2 1 Tf (80) Tj ET Q /Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231
cm BT 6.9738 0 0 6.9738 94.02415 544.8 Tm /Ty2 1 Tf (]) Tj ET Q q 1.08144 0 0 1.08144 114.4133 542.5105
cm 0 0 m 0 7.97 l S Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 117.014 544.8
Tm /Ty2 1 Tf [ (87.4) -250 -250 (1.0) -2077 (80.7) -250 -250 (1.0)
] TJ ET Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 202.651 544.8
Tm /Ty1 1 Tf [ (97.9) -250 -250 (0.2) ] TJ ET Q q 1.08144 0 0 1.08144 -4.081121 -44.07231
cm BT 6.9738 0 0 6.9738 245.502 544.8 Tm /Ty2 1 Tf [ (79.7) -250 -250
(1.0) -2074 (86.4) ] TJ ET Q q 1.08144 0 0 1.08144 328.9343 542.5105 cm 0
0 m 0 7.97 l S Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 315.38 544.8
Tm /Ty2 1 Tf [ (98.3) -250 -250 (0.3) -2077 (66.7) -250 -250 (0.5)
-2078 (73.3) -250 -250 (1.1) -2077 (76.3) -250 -250 (0.8) -2075 (78.7)
] TJ ET Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 0.05 Tc 6.9738 0 0 6.9738 60.996 536.83
Tm /Ty2 1 Tf [ (MLDG) -250 ([) ] TJ ET Q /Cs1 cs 0.4 0.15 0.95 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231
cm BT 0.05 Tc 6.9738 0 0 6.9738 87.33604 536.83 Tm /Ty2 1 Tf (44) Tj ET Q
/Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 95.00722 536.83
Tm /Ty2 1 Tf (]) Tj ET Q q 1.08144 0 0 1.08144 114.4133 533.8903 cm 0 0 m
0 7.97 l S Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 117.014 536.83
Tm /Ty2 1 Tf [ (87.1) -250 -250 (0.9) -2077 (81.3) -250 -250 (1.5)
-2078 (97.6) -250 -250 (0.4) -2077 (81.2) -250 -250 (1.0) -2075 (86.8)
] TJ ET Q q 1.08144 0 0 1.08144 328.9343 533.8903 cm 0 0 m 0 7.97 l S Q q
1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 315.38 536.83
Tm /Ty2 1 Tf [ (98.4) -250 -250 (0.2) -2077 (65.9) -250 -250 (0.5)
-2078 (70.7) -250 -250 (0.8) -2077 (76.1) -250 -250 (0.6) -2075 (77.8)
] TJ ET Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 0.05 Tc 6.9738 0 0 6.9738 60.996 528.859
Tm /Ty2 1 Tf [ (CORAL) -250 ([) ] TJ ET Q /Cs1 cs 0.4 0.15 0.95 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231
cm BT 0.05 Tc 6.9738 0 0 6.9738 90.78807 528.859 Tm /Ty2 1 Tf (73) Tj ET Q
/Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 98.45925 528.859
Tm /Ty2 1 Tf (]) Tj ET Q q 1.08144 0 0 1.08144 114.4133 525.2712 cm 0 0 m
0 7.97 l S Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 117.014 528.859
Tm /Ty2 1 Tf [ (87.4) -250 -250 (0.6) -2077 (82.2) -250 -250 (0.3)
-2078 (97.6) -250 -250 (0.1) -2077 (80.2) -250 -250 (0.4) -2075 (86.9)
] TJ ET Q q 1.08144 0 0 1.08144 328.9343 525.2712 cm 0 0 m 0 7.97 l S Q q
1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 315.38 528.859
Tm /Ty2 1 Tf [ (98.1) -250 -250 (0.1) -2077 (67.1) -250 -250 (0.8)
-2078 (70.1) -250 -250 (0.6) -2077 (75.8) -250 -250 (0.5) -2075 (77.8)
] TJ ET Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 0.05 Tc 6.9738 0 0 6.9738 60.996 520.889
Tm /Ty2 1 Tf [ (MMD) -250 ([) ] TJ ET Q /Cs1 cs 0.4 0.15 0.95 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231
cm BT 0.05 Tc 6.9738 0 0 6.9738 83.89099 520.889 Tm /Ty2 1 Tf (46) Tj ET Q
/Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 91.56217 520.889
Tm /Ty2 1 Tf (]) Tj ET Q q 1.08144 0 0 1.08144 114.4133 516.6522 cm 0 0 m
0 7.97 l S Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 117.014 520.889
Tm /Ty2 1 Tf [ (87.6) -250 -250 (1.2) -2077 (83.0) -250 -250 (0.4)
-2078 (97.8) -250 -250 (0.1) -2077 (80.1) -250 -250 (1.0) -2075 (87.1)
] TJ ET Q q 1.08144 0 0 1.08144 328.9343 516.6522 cm 0 0 m 0 7.97 l S Q q
1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 315.38 520.889
Tm /Ty2 1 Tf [ (98.1) -250 -250 (0.3) -2077 (66.2) -250 -250 (0.2)
-2078 (70.5) -250 -250 (1.0) -2077 (77.2) -250 -250 (0.6) -2075 (78.0)
] TJ ET Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 0.01 Tc 6.9738 0 0 6.9738 60.996 512.919
Tm /Ty2 1 Tf [ (DA) -40 (N) -40 (N) -290 ([) ] TJ ET Q /Cs1 cs 0.4 0.15 0.95
sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 0.05 Tc 6.9738 0 0 6.9738 86.66656 512.919
Tm /Ty2 1 Tf (23) Tj ET Q /Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231
cm BT 6.9738 0 0 6.9738 94.33774 512.919 Tm /Ty2 1 Tf (]) Tj ET Q q 1.08144 0 0 1.08144 114.4133 508.0331
cm 0 0 m 0 7.97 l S Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 117.014 512.919
Tm /Ty2 1 Tf [ (86.4) -250 -250 (1.4) -2077 (80.6) -250 -250 (1.0)
-2078 (97.7) -250 -250 (0.2) -2077 (77.1) -250 -250 (1.3) -2075 (85.5)
] TJ ET Q q 1.08144 0 0 1.08144 328.9343 508.0331 cm 0 0 m 0 7.97 l S Q q
1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 315.38 512.919
Tm /Ty2 1 Tf [ (95.3) -250 -250 (1.8) -2077 (61.3) -250 -250 (1.8)
] TJ ET Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 401.017 512.919
Tm /Ty1 1 Tf [ (74.3) -250 -250 (1.0) ] TJ ET Q q 1.08144 0 0 1.08144 -4.081121 -44.07231
cm BT 6.9738 0 0 6.9738 443.868 512.919 Tm /Ty2 1 Tf [ (79.7) -250 -250
(0.9) -2074 (77.7) ] TJ ET Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm
BT 0.05 Tc 6.9738 0 0 6.9738 60.996 504.949 Tm /Ty2 1 Tf [ (CD) 40 (ANN) -250
([) ] TJ ET Q /Cs1 cs 0.4 0.15 0.95 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231
cm BT 0.05 Tc 6.9738 0 0 6.9738 91.66677 504.949 Tm /Ty2 1 Tf (47) Tj ET Q
/Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 99.33795 504.949
Tm /Ty2 1 Tf (]) Tj ET Q q 1.08144 0 0 1.08144 114.4133 499.414 cm 0 0 m 0
7.97 l S Q q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 117.014 504.949
Tm /Ty2 1 Tf [ (87.0) -250 -250 (1.2) -2077 (80.8) -250 -250 (0.9)
-2078 (97.4) -250 -250 (0.5) -2077 (77.6) -250 -250 (0.1) -2075 (85.7)
] TJ ET Q q 1.08144 0 0 1.08144 328.9343 499.414 cm 0 0 m 0 7.97 l S Q q 1.08144 0 0 1.08144 -4.081121 -44.07231
cm BT 6.9738 0 0 6.9738 315.38 504.949 Tm /Ty2 1 Tf [ (98.9) -250 -250
(0.3) -2077 (68.8) -250 -250 (0.6) -2078 (73.7) -250 -250 (0.6) -2077
(79.3) -250 -250 (0.6) -2075 (80.2) ] TJ ET Q /Cs2 cs 0.93 sc 53.88298 490.7949 60.31407 8.619077
re f /Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 0.05 Tc
6.9738 0 0 6.9738 60.996 496.979 Tm /Ty2 1 Tf (DDG) Tj ET Q q 1.08144 0 0 1.08144 114.4133 490.7949
cm 0 0 m 0 7.97 l S Q /Cs2 cs 0.93 sc 114.6285 490.7949 46.31699 8.619077
re f /Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 116.993 496.979
Tm /Ty1 1 Tf [ (88.9) -250 -250 (0.6) ] TJ ET Q /Cs2 cs 0.93 sc 160.9455 490.7949 46.31699 8.619077
re f /Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 159.822 496.979
Tm /Ty1 1 Tf [ (85.0) -250 -250 (1.9) ] TJ ET Q /Cs2 cs 0.93 sc 207.2636 490.7949 46.31699 8.619077
re f /Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 202.672 496.979
Tm /Ty2 1 Tf [ (97.2) -250 -250 (1.2) ] TJ ET Q /Cs2 cs 0.93 sc 253.5806 490.7949 46.31699 8.619077
re f /Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 245.481 496.979
Tm /Ty1 1 Tf [ (84.3) -250 -250 (0.7) ] TJ ET Q /Cs2 cs 0.93 sc 299.8976 490.7949 28.82038 8.619077
re f /Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 288.31 496.979
Tm /Ty1 1 Tf (88.9) Tj ET Q q 1.08144 0 0 1.08144 328.9343 490.7949 cm 0 0
m 0 7.97 l S Q /Cs2 cs 0.93 sc 329.1495 490.7949 46.31699 8.619077 re f /Cs2
cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 315.359 496.979
Tm /Ty1 1 Tf [ (99.1) -250 -250 (0.6) ] TJ ET Q /Cs2 cs 0.93 sc 375.4665 490.7949 46.31699 8.619077
re f /Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 358.209 496.979
Tm /Ty2 1 Tf [ (66.5) -250 -250 (0.3) ] TJ ET Q /Cs2 cs 0.93 sc 421.7835 490.7949 46.31699 8.619077
re f /Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 401.038 496.979
Tm /Ty2 1 Tf [ (73.3) -250 -250 (0.6) ] TJ ET Q /Cs2 cs 0.93 sc 468.1015 490.7949 46.31699 8.619077
re f /Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 443.847 496.979
Tm /Ty1 1 Tf [ (80.9) -250 -250 (0.6) ] TJ ET Q /Cs2 cs 0.93 sc 514.4185 490.7949 28.82038 8.619077
re f /Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 486.676 496.979
Tm /Ty2 1 Tf (80.0) Tj ET Q /Cs2 cs 0.93 sc 53.88298 482.1759 60.31407 8.619077
re f /Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 0.05 Tc
6.9738 0 0 6.9738 60.996 489.009 Tm /Ty2 1 Tf (DDG) Tj ET Q q 1.08144 0 0 1.08144 -4.081121 -44.07231
cm BT 5.5791 0 0 5.5791 78.891 489.009 Tm /Ty2 1 Tf (W) Tj ET Q q 1.08144 0 0 1.08144 -4.081121 -44.07231
cm BT 0.3 Tc 6.9738 0 0 6.9738 84.505 489.009 Tm /Ty2 1 Tf (/A) Tj ET Q q
1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 0.062 Tc 5.5791 0 0 5.5791 93.578 489.009
Tm /Ty2 1 Tf (UG) Tj ET Q q 1.08144 0 0 1.08144 114.4133 482.1759 cm 0 0 m
0 7.97 l S Q /Cs2 cs 0.93 sc 114.6285 482.1759 46.31699 8.619077 re f /Cs2
cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 116.993 489.009
Tm /Ty1 1 Tf [ (89.0) -250 -250 (0.3) ] TJ ET Q /Cs2 cs 0.93 sc 160.9455 482.1759 46.31699 8.619077
re f /Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 159.822 489.009
Tm /Ty1 1 Tf [ (86.3) -250 -250 (0.3) ] TJ ET Q /Cs2 cs 0.93 sc 207.2636 482.1759 46.31699 8.619077
re f /Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 202.672 489.009
Tm /Ty2 1 Tf [ (97.0) -250 -250 (0.5) ] TJ ET Q /Cs2 cs 0.93 sc 253.5806 482.1759 46.31699 8.619077
re f /Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 245.481 489.009
Tm /Ty1 1 Tf [ (84.8) -250 -250 (1.1) ] TJ ET Q /Cs2 cs 0.93 sc 299.8976 482.1759 28.82038 8.619077
re f /Cs2 cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 288.31 489.009
Tm /Ty1 1 Tf (89.3) Tj ET Q q 1.08144 0 0 1.08144 328.9343 482.1759 cm 0 0
m 0 7.97 l S Q /Cs2 cs 0.93 sc 329.1495 482.1759 46.31699 8.619077 re f /Cs2
cs 0 sc q 1.08144 0 0 1.08144 -4.081121 -44.07231 cm BT 6.9738 0 0 6.9738 315.359 489.009
Tm /Ty1 1 Tf [ (99.4) -250