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[(i)-0.60039]TJ
/R129 4.9813 Tf
2.65703 0 Td
(6)Tj
/R131 4.9813 Tf
0 0 Td
[(=)-0.798886]TJ
/R127 4.9813 Tf
5.11992 0 Td
[(y)-0.60039]TJ
/R125 6.9738 Tf
6.73203 4.62188 Td
[(z)-0.500618]TJ
/R127 4.9813 Tf
4.41797 -0.996875 Td
[(i)-0.60039]TJ
ET
Q
3.98 w
0 G
1442.43 2723.16 m
1828.4 2723.16 l
S
q
10 0 0 10 0 0 cm BT
/R125 6.9738 Tf
1 0 0 1 147.484 266.389 Tm
[(z)-0.500618]TJ
/R127 4.9813 Tf
4.41719 -0.996094 Td
<19>Tj
/R131 4.9813 Tf
4.14102 -1.49375 Td
[(1)-0.60039]TJ
/R39 6.9738 Tf
4.38594 2.48984 Td
[<00>-0.899712]TJ
/R125 6.9738 Tf
6.22695 0 Td
[(z)-0.500618]TJ
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4.4168 -0.996094 Td
<19>Tj
/R131 4.9813 Tf
4.14102 -1.49375 Td
[(3)-0.60039]TJ
/R31 9.9626 Tf
1.02 0 0 1 184.035 269.825 Tm
[(,)-285.012(with)]TJ
/R37 9.9626 Tf
1 0 0 1 210.362 269.825 Tm
<19>Tj
/R41 6.9738 Tf
5.67891 -1.49414 Td
[(i)-0.199547]TJ
/R31 9.9626 Tf
1.02 0 0 1 222.176 269.825 Tm
[(the)-276.982(inde)14.0187(x)-276.994(of)-277.003(the)]TJ
/R37 9.9626 Tf
1 0 0 1 50.1121 256.148 Tm
[(i)-0.499917]TJ
/R31 9.9626 Tf
3.43203 0 Td
[(-th)-249.988(lar)17.9964(gest)-249.983(logit)-250.005(and)]TJ
/R37 9.9626 Tf
80.0687 0 Td
[(")-0.300195]TJ
/R31 9.9626 Tf
7.13594 0 Td
[(a)-250.002(small)-250.009(positi)25.0142(v)14.9828(e)-250.002(constant.)]TJ
/R29 9.9626 Tf
1.005 0 0 1 50.1121 230.275 Tm
[(A)49.9825(ugmented)-249.013(Lagrangian)-249.981(method)]TJ
/R31 9.9626 Tf
145.56 0 Td
[(One)-249.005(w)9.99248(ay)-249.988(to)-249.007(handle)-249.015(the)]TJ
1.02 0 0 1 50.1121 218.32 Tm
[<6d6973636c6173736902636174696f6e>-376(constraints)-377.018(is)-376.002(to)-377.017(use)-376.019(an)-377.001(Augmented)-375.987(La-)]TJ
11.9559 TL
T*[(grangian)-244.013(approach)-243.998([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 131.255 206.364 Tm
(35)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 141.416 206.364 Tm
[(],)-244.005(which)-244.018(in)-244.013(the)-243.999<636c6173736902636174696f6e>-243.986(setting,)]TJ
1 0 0 1 50.1121 194.409 Tm
[(performs)-249.983(a)-250.002(gradient)-250.02(descent)-249.988(on)-249.988(the)-249.99(follo)24.9983(wing)-250.017(quantity:)]TJ
/R37 9.9626 Tf
28.6539 -20.9488 Td
[(D)-0.899972]TJ
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8.525 0 Td
[(\()-0.899972]TJ
/R97 9.9626 Tf
3.87383 0 Td
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/R43 9.9626 Tf
8.78008 0 Td
[(+)-0.800112]TJ
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9.96211 0 Td
[<0e>-0.199722]TJ
/R37 9.9626 Tf
5.58281 0 Td
[(;)-0.800112]TJ
/R97 9.9626 Tf
4.42812 0 Td
(x)Tj
/R43 9.9626 Tf
6.56602 0 Td
[(\))-222.917(+)-0.800112]TJ
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16.0512 0 Td
(P)Tj
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7.77969 11.059 Td
[<10>-0.200947]TJ
/R43 9.9626 Tf
5.95 -11.059 Td
[(D)-0.89936(LR)-0.0992481]TJ
/R47 6.9738 Tf
21.1703 4.11367 Td
(+)Tj
/R43 9.9626 Tf
6.61367 -4.11367 Td
[(\()-0.89936]TJ
/R37 9.9626 Tf
3.875 0 Td
[(g)-1]TJ
/R43 9.9626 Tf
5.10898 0 Td
[(\()-0.89936]TJ
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3.87422 0 Td
(x)Tj
/R43 9.9626 Tf
8.78008 0 Td
[(+)-0.798886]TJ
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9.96172 0 Td
[<0e>-0.198496]TJ
/R43 9.9626 Tf
5.58398 0 Td
[(\))-0.90181(\))-0.89936]TJ
/R37 9.9626 Tf
7.74805 0 Td
[(;)-167.788<1a3b>-166.781<16>-0.60039]TJ
/R101 9.9626 Tf
20.0102 11.059 Td
[<11>-0.198496]TJ
/R37 9.9626 Tf
5.95 -11.059 Td
[(;)-0.798886]TJ
/R31 9.9626 Tf
19.8051 0 Td
(\(4\))Tj
1.02 0 0 1 49.7531 152.731 Tm
(where)Tj
/R37 9.9626 Tf
1 0 0 1 78.2031 152.731 Tm
[(D)-0.899972]TJ
/R31 9.9626 Tf
1.02 0 0 1 90.352 152.731 Tm
[(is)-357.012(a)-355.982(discrepanc)14.0043(y)-355.99(measure)-357.004(\()]TJ
/R35 9.9626 Tf
109.229 0 Td
[(e)15.0061(.g)]TJ
/R31 9.9626 Tf
11.749 0 Td
(.)Tj
/R37 9.9626 Tf
1 0 0 1 219.915 152.731 Tm
[(`)-0.700863]TJ
/R47 6.9738 Tf
4.15117 -1.49375 Td
[(2)-0.500618]TJ
/R31 9.9626 Tf
1.02 0 0 1 228.535 152.731 Tm
[(-norm,)-384.994(LPIPS)]TJ
-174.925 -11.9547 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 53.4961 140.776 Tm
(43)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 63.6578 140.776 Tm
(]\),)Tj
/R37 9.9626 Tf
1 0 0 1 75.5578 140.776 Tm
(P)Tj
/R31 9.9626 Tf
1.02 0 0 1 85.9102 140.776 Tm
[(is)-252.993(a)-253(penalty-Lagrangian)-253.003(function)-252.983(parametrized)-252.981(by)]TJ
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1 0 0 1 102.792 128.821 Tm
<1a>Tj
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1.02 0 0 1 111.714 128.821 Tm
[(and)-370.999(a)-371.012(multiplier)]TJ
/R37 9.9626 Tf
1 0 0 1 182.3 128.821 Tm
[<16>-0.60039]TJ
/R31 9.9626 Tf
1.02 0 0 1 188.303 128.821 Tm
[(,)-402.986(and)]TJ
/R37 9.9626 Tf
1 0 0 1 213.379 128.821 Tm
[(g)-1]TJ
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10.2473 0 Td
[(:)-0.798886]TJ
/R45 9.9626 Tf
7.90586 0 Td
[(X)-662.299(!)]TJ
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28.8031 0 Td
[(R)-0.200947]TJ
/R31 9.9626 Tf
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[(is)-371.005(a)]TJ
-216.852 -11.9551 Td
[<636c6173736902636174696f6e>-356(model.)-638.016(In)-355.998([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 156.69 116.866 Tm
(35)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 166.852 116.866 Tm
[(],)-384.005(the)-356.014(penalty)-355.989(multiplier)]TJ
/R37 9.9626 Tf
1 0 0 1 269.961 116.866 Tm
[<16>-0.60039]TJ
/R31 9.9626 Tf
1.02 0 0 1 279.584 116.866 Tm
(is)Tj
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1 0 0 1 50.1121 81 Tm
[<6d6973636c6173736902636174696f6e>-250.002(constraint.)]TJ
/R29 11.9552 Tf
258.75 629.037 Td
[(4.)-249.991(Pr)17.9912(oposed)-250.002(Method)]TJ
/R31 9.9626 Tf
1.02 0 0 1 320.817 691.108 Tm
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1.009 0 0 1 308.862 679.153 Tm
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1.02 0 0 1 308.862 667.198 Tm
[(performances)-350.996(in)-350.992(the)-350.018(ALMA)-350.989<636c6173736902636174696f6e>-351.004(attack)-350.989([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 516.509 667.198 Tm
(35)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 526.671 667.198 Tm
[(].)-620.989(It)]TJ
0.98 0 0 1 308.862 655.243 Tm
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11.9551 TL
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1.02 0 0 1 308.862 631.333 Tm
[(it)-278(can)-278.005(be)-278.017(e)15.0061(xtended)-277.986(to)-277.993(cope)-277.996(with)-277.981(multiple)-278.01(constraints.)-402.98(This)]TJ
11.9563 TL
T*[(can)-257.017(be)-256.99(achie)24.9958(v)14.9989(ed)-256.99(by)-257(introducing)-257.007(one)-256.983(penalty)-256.003(per)-257.002(constraint,)]TJ
1.019 0 0 1 308.503 607.422 Tm
[(with)-244.985(its)-244.011(associated)-244.985(parameter)]TJ
/R37 9.9626 Tf
1 0 0 1 428.391 607.422 Tm
<1a>Tj
/R31 9.9626 Tf
1.019 0 0 1 436.025 607.422 Tm
[(and)-244.995(multiplier)]TJ
/R37 9.9626 Tf
1 0 0 1 495.7 607.422 Tm
[<16>-0.602841]TJ
/R31 9.9626 Tf
1.019 0 0 1 501.703 607.422 Tm
[(.)-304.006(Denoting)]TJ
/R97 9.9626 Tf
1 0 0 1 308.862 595.467 Tm
[(d)-0.700863]TJ
/R43 9.9626 Tf
9.13398 0 Td
[(=)-307.799(D)-0.89936(LR)-0.100473]TJ
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31.9789 3.61484 Td
(+)Tj
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6.61406 -3.61484 Td
[(\()-0.90181]TJ
/R37 9.9626 Tf
3.875 0 Td
[(f)-0.60039]TJ
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5.95 0 Td
[(\()-0.90181]TJ
/R97 9.9626 Tf
3.87383 0 Td
(x)Tj
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8.89609 0 Td
[(+)-0.798886]TJ
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10.0801 0 Td
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5.58281 0 Td
[(\))-0.90181]TJ
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3.875 0 Td
[(;)-0.798886]TJ
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4.42734 0 Td
[(y)-0.30142]TJ
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6.25 0 Td
[(\))-0.90181]TJ
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6.93398 0 Td
[(2)-0.700863]TJ
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9.70195 0 Td
[(R)-0.196046]TJ
/R41 6.9738 Tf
7.19492 3.61484 Td
[(d)-0.700165]TJ
/R31 9.9626 Tf
1.02 0 0 1 437.875 595.467 Tm
[(,)-264.984(we)-259.982(tackle)-261(problem)]TJ
1 0 0 1 521.034 595.467 Tm
(\()Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1 0 0 1 524.352 595.467 Tm
(1)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1 0 0 1 529.333 595.467 Tm
(\))Tj
1.02 0 0 1 535.299 595.467 Tm
(by)Tj
1 0 0 1 308.862 583.512 Tm
[(minimizing)-250.012(the)-249.99(follo)24.9983(wing)-250.017(objecti)25(v)14.9828(e:)]TJ
/R45 9.9626 Tf
52.243 -21.3 Td
(k)Tj
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4.98086 0 Td
[<0e>-0.198496]TJ
/R45 9.9626 Tf
5.58398 0 Td
(k)Tj
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4.98125 -2.98906 Td
[(1)-0.899712]TJ
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10.6539 2.98906 Td
[(+)-0.798886]TJ
/R37 9.9626 Tf
9.96289 0 Td
[<13>-0.89936]TJ
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3.52617 -1.49492 Td
[<03>-0.801689]TJ
/R43 9.9626 Tf
5.95 1.49492 Td
[(\()-0.90181]TJ
/R97 9.9626 Tf
3.87383 0 Td
[<0e>-0.200947]TJ
/R43 9.9626 Tf
5.58398 0 Td
[(\))-0.90181]TJ
/R101 9.9626 Tf
-56.757 -7.68516 Td
(|)Tj
ET
Q
3639.28 5545.27 213.488 11.9492 re
f
q
10 0 0 10 0 0 cm BT
/R101 9.9626 Tf
1 0 0 1 385.277 554.527 Tm
({z)Tj
ET
Q
3942.44 5545.27 213.488 11.9492 re
f
q
10 0 0 10 0 0 cm BT
/R101 9.9626 Tf
1 0 0 1 415.593 554.527 Tm
(})Tj
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-30.109 -8.64805 Td
[(h)-0.801689]TJ
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4.66406 -0.996875 Td
[(1)-0.602841]TJ
/R43 9.9626 Tf
31.5879 17.3301 Td
[(+)-0.803787]TJ
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9.41016 0 Td
[(m)-0.401894]TJ
/R39 6.9738 Tf
10.2848 4.11289 Td
[(>)-0.903213]TJ
/R37 9.9626 Tf
6.725 -4.11289 Td
(P)Tj
/R43 9.9626 Tf
7.78008 0 Td
[(\()-0.90181]TJ
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3.87422 0 Td
[(d)-0.700863]TJ
/R37 9.9626 Tf
6.07383 0 Td
[(;)-0.803787]TJ
/R97 9.9626 Tf
4.42812 0 Td
[<1a>-0.798886]TJ
/R37 9.9626 Tf
6.09492 0 Td
[(;)-0.803787]TJ
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4.42812 0 Td
[<16>-0.90181]TJ
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7.05195 0 Td
[(\))-0.90181]TJ
/R101 9.9626 Tf
-56.7422 -7.68516 Td
(|)Tj
ET
Q
4356.29 5545.27 213.422 11.9492 re
f
q
10 0 0 10 0 0 cm BT
/R101 9.9626 Tf
1 0 0 1 456.97 554.527 Tm
({z)Tj
ET
Q
4659.37 5545.27 213.418 11.9492 re
f
q
10 0 0 10 0 0 cm BT
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1 0 0 1 487.279 554.527 Tm
(})Tj
/R41 6.9738 Tf
-30.102 -8.64805 Td
[(h)-0.798188]TJ
/R131 4.9813 Tf
4.66523 -0.996875 Td
[(2)-0.597939]TJ
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29.9199 17.3301 Td
[(;)-0.803787]TJ
/R31 9.9626 Tf
41.734 0 Td
(\(5\))Tj
0.992 0 0 1 308.503 525.087 Tm
(where)Tj
/R97 9.9626 Tf
1 0 0 1 335.133 525.087 Tm
[(m)-0.401894]TJ
/R45 9.9626 Tf
13.0527 0 Td
[(2)-278.706(f)]TJ
/R43 9.9626 Tf
14.3902 0 Td
(0)Tj
/R37 9.9626 Tf
4.98203 0 Td
[(;)-0.798886]TJ
/R43 9.9626 Tf
4.42695 0 Td
(1)Tj
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4.98203 0 Td
(g)Tj
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4.98086 3.61484 Td
[(d)-0.700165]TJ
/R31 9.9626 Tf
0.992 0 0 1 389.08 525.087 Tm
[(is)-251.016(a)-252.001(binary)-252.014(mask)-250.996(\(detailed)-251.994(in)-251(the)-252.019(follo)26.0126(w-)]TJ
1.02 0 0 1 308.862 513.131 Tm
[(ing)-263.996(section\),)]TJ
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1 0 0 1 361.978 513.131 Tm
[(\()-0.90181]TJ
/R97 9.9626 Tf
3.87383 0 Td
[<1a>-0.798886]TJ
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6.09609 0 Td
[(;)-0.798886]TJ
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[<16>-0.89936]TJ
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7.05312 0 Td
[(\))-0.90181]TJ
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7 0 Td
[(2)-0.700863]TJ
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9.7668 0 Td
[(R)-0.200947]TJ
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7.19609 3.61602 Td
[(d)-0.700165]TJ
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6.07773 TL
(++)'
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15.0871 2.46172 Td
[<02>-0.803787]TJ
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10.1059 0 Td
[(R)-0.196046]TJ
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[(d)-0.700165]TJ
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(++)'
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[(are)-263.989(the)-263.989(penalty)-263.999(param-)]TJ
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/R37 9.9626 Tf
1 0 0 1 308.862 489.221 Tm
(P)Tj
/R31 9.9626 Tf
1.007 0 0 1 319.13 489.221 Tm
[(is)-248.009(the)-248.011(penalty)-247.982(function)-248(applied)-247.982(componentwise.)-308.008(This)-247.987(for)20.0183(-)]TJ
1.02 0 0 1 308.862 477.266 Tm
[(mulation)-350(raises)-349.014(man)14.0187(y)-348.993(technical)-350.009(challenges)-350.018(in)-349.994(the)-349.019(conte)13.9923(xt)]TJ
1.007 0 0 1 308.862 465.311 Tm
[(of)-247.997(se)14.9809(gmentation,)-248.99(when)-247.99(dealing)-248.995(with)-247.987(millions)-247.992(of)-249.009(constraints.)]TJ
1.02 0 0 1 308.503 453.356 Tm
[(Additionally)63.9839(,)-258.989(gradient)-257.012(based)-255.989(optimization)-255.993(does)-256.003(not)-256.998(accom-)]TJ
0.351945 -11.9559 Td
[(modate)-247.01(nonsmooth)-246.989(functions)-247.003(such)-247.008(as)-246.979(the)]TJ
/R37 9.9626 Tf
1 0 0 1 476.339 441.4 Tm
[(`)-0.700863]TJ
/R39 6.9738 Tf
4.15078 -1.49414 Td
[(1)-0.903213]TJ
/R31 9.9626 Tf
1.02 0 0 1 488.931 441.4 Tm
[(-norm.)-309.997(In)-246.979(this)]TJ
1.007 0 0 1 308.503 429.445 Tm
[(w)10.0067(ork,)-247.992(we)-247.982(bring)-248.011(se)24.9876(v)15.0052(eral)-248.007<6d6f646902636174696f6e73>-246.985(to)-248.016(mak)9.99697(e)-247.982(it)-248.002(\()]TJ
/R35 9.9626 Tf
195.415 0 Td
(i)Tj
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[(\))-0.89936]TJ
/R37 9.9626 Tf
7.81719 6.73906 Td
[(t)-0.100473]TJ
/R45 9.9626 Tf
5.81094 0 Td
[<00>-0.800112]TJ
/R43 9.9626 Tf
9.96289 0 Td
(1)Tj
ET
Q
3.98 w
0 G
1525.38 6758.71 m
1787.87 6758.71 l
S
q
10 0 0 10 0 0 cm BT
/R37 9.9626 Tf
1 0 0 1 152.538 666.547 Tm
[(N)-0.499917]TJ
/R45 9.9626 Tf
11.3051 0 Td
[<00>-0.800112]TJ
/R43 9.9626 Tf
9.96211 0 Td
(1)Tj
/R101 9.9626 Tf
6.17695 17.8922 Td
[<11>-0.200947]TJ
/R31 9.9626 Tf
5.95 -11.0578 Td
[(-percentile)-249.99(of)]TJ
/R97 9.9626 Tf
55.8801 0 Td
[(d)-0.700863]TJ
/R47 6.9738 Tf
6.07383 4.11289 Td
[(\()-0.402595]TJ
/R41 6.9738 Tf
3.11406 0 Td
[(t)-0.598641]TJ
/R47 6.9738 Tf
3.00898 0 Td
[(\))-0.402595]TJ
/R37 9.9626 Tf
3.61211 -4.11289 Td
[(;)-0.798886]TJ
/R43 9.9626 Tf
-190.5 -20.8551 Td
(~)Tj
/R97 9.9626 Tf
-2.65195 -0.137891 Td
[(m)-0.400056]TJ
/R47 6.9738 Tf
10.2859 4.11289 Td
[(\()-0.399969]TJ
/R41 6.9738 Tf
3.11289 0 Td
[(t)-0.600392]TJ
/R47 6.9738 Tf
3.01016 0 Td
[(\))-0.399969]TJ
/R43 9.9626 Tf
6.37891 -4.11289 Td
[(=)-278.784([)-0.800112]TJ
/R97 9.9626 Tf
13.2828 0 Td
[(d)-0.699638]TJ
/R47 6.9738 Tf
6.07422 4.11289 Td
[(\()-0.399094]TJ
/R41 6.9738 Tf
3.11406 0 Td
[(t)-0.598641]TJ
/R47 6.9738 Tf
3.00898 0 Td
[(\))-0.399094]TJ
/R45 9.9626 Tf
6.37891 -4.11289 Td
[<14>-0.800112]TJ
/R37 9.9626 Tf
10.516 0 Td
[<18>-0.499917]TJ
/R47 6.9738 Tf
4.8168 4.11289 Td
[(\()-0.399094]TJ
/R41 6.9738 Tf
3.11406 0 Td
[(t)-0.598641]TJ
/R47 6.9738 Tf
3.00898 0 Td
[(\))-0.399094]TJ
/R43 9.9626 Tf
3.61211 -4.11289 Td
[(])-0.800112]TJ
/R37 9.9626 Tf
2.76719 0 Td
[(;)-0.800112]TJ
/R31 9.9626 Tf
127.795 12.7918 Td
(\(6\))Tj
-224.993 -34.8391 Td
(where)Tj
/R43 9.9626 Tf
26.8289 0 Td
[([)-0.800112]TJ
/R45 9.9626 Tf
2.76797 0 Td
[<01>-0.800112]TJ
/R43 9.9626 Tf
2.76719 0 Td
[(])-0.800112]TJ
/R31 9.9626 Tf
5.25781 0 Td
[(is)-249.984(the)-249.99(Iv)15.0183(erson)-249.989(brack)9.99588(et)-249.995(applied)-250.016(componentwise.)]TJ
/R29 9.9626 Tf
1.014 0 0 1 50.1121 603.736 Tm
[(Constraint)-245.984(scaling)]TJ
/R31 9.9626 Tf
87.552 0 Td
[(When)-246.012(dealing)-246.015(with)-245.988(lar)18.0071(ge)-246.002(numbers)-245.99(of)]TJ
0.98 0 0 1 50.1121 591.781 Tm
[(constraints)-229.984(in)-229.995(Augmented)-230.983(Lagrangian)-229.996(methods,)-234.982(it)-229.984(is)-231.009(standard)]TJ
1.02 0 0 1 50.1121 579.826 Tm
[(practice)-298.013(to)-296.984(scale)-298.003(them)-297.002(\(see)-297.986(section)-297.004(12.5)-297.985(of)-297.992([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 229.794 579.826 Tm
(6)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 234.875 579.826 Tm
[(]\).)-461.01(Ho)24.006(we)25.015(v)14.9989(er)38.9833(,)]TJ
0.98 0 0 1 50.1121 567.87 Tm
[(there)-218.997(is)-218.006(no)-219.004(principled)-217.997(w)9.99358(ay)-218.991(of)-218.005(choosing)-219.014(this)-217.988(scale,)-226.018(as)-219.006(it)-217.981(is)-219.006(prob-)]TJ
11.9551 TL
T*[(lem)-245.007(dependent.)-313.009(At)-245.011(iteration)]TJ
/R37 9.9626 Tf
1 0 0 1 159.862 555.915 Tm
[(t)-0.100473]TJ
/R31 9.9626 Tf
0.98 0 0 1 163.46 555.915 Tm
[(,)-246.996(we)-245.01(multiply)-245.007(all)-245.01(the)-244.982(constraints)]TJ
1 0 0 1 50.1121 543.96 Tm
[(by)-249.988(a)-250.002(scaling)-250.015(f)9.99466(actor)]TJ
/R37 9.9626 Tf
75.7051 0 Td
[(w)-0.900585]TJ
/R47 6.9738 Tf
7.40078 3.61484 Td
[(\()-0.399094]TJ
/R41 6.9738 Tf
3.11289 0 Td
[(t)-0.598641]TJ
/R47 6.9738 Tf
3.01016 0 Td
[(\))-0.399094]TJ
/R45 9.9626 Tf
6.37812 -3.61484 Td
[(2)-0.699638]TJ
/R43 9.9626 Tf
6.6418 0 Td
[(])-0.800112(0)]TJ
/R37 9.9626 Tf
7.74922 0 Td
[(;)-0.800112]TJ
/R43 9.9626 Tf
4.42773 0 Td
[(1])-0.800112]TJ
/R31 9.9626 Tf
10.2391 0 Td
[(by)-249.988(computing)]TJ
/R37 9.9626 Tf
-89.2469 -21.9473 Td
[(h)-0.199722]TJ
/R47 6.9738 Tf
5.73984 -1.49375 Td
[(2)-0.500618]TJ
/R43 9.9626 Tf
4.46992 1.49375 Td
[(\()-0.899972]TJ
/R97 9.9626 Tf
3.87422 0 Td
[<0e>-0.199722]TJ
/R43 9.9626 Tf
5.58281 0 Td
[(\))-278.908(=)-278.784(\()-0.89936]TJ
23.684 0.139063 Td
(~)Tj
/R97 9.9626 Tf
-2.65195 -0.139063 Td
[(m)-0.399443]TJ
/R47 6.9738 Tf
10.2859 4.11406 Td
[(\()-0.399094]TJ
/R41 6.9738 Tf
3.11328 0 Td
[(t)-0.598641]TJ
/R47 6.9738 Tf
3.00977 0 Td
[(\))-0.399094]TJ
/R43 9.9626 Tf
3.61094 -4.11406 Td
[(\))-0.89936]TJ
/R39 6.9738 Tf
3.875 4.11406 Td
[(>)-0.899712]TJ
/R37 9.9626 Tf
6.72422 -4.11406 Td
(P)Tj
/R101 9.9626 Tf
7.78008 8.07031 Td
[<00>-0.300195]TJ
/R37 9.9626 Tf
4.56602 -8.07031 Td
[(w)-0.900585]TJ
/R47 6.9738 Tf
7.40078 4.11406 Td
[(\()-0.399094]TJ
/R41 6.9738 Tf
3.11289 0 Td
[(t)-0.598641]TJ
/R47 6.9738 Tf
3.01016 0 Td
[(\))-0.399094]TJ
/R97 9.9626 Tf
3.61094 -4.11406 Td
[(d)-0.699638]TJ
/R47 6.9738 Tf
6.075 4.11406 Td
[(\()-0.399094]TJ
/R41 6.9738 Tf
3.11289 0 Td
[(t)-0.598641]TJ
/R47 6.9738 Tf
3.01016 0 Td
[(\))-0.399094]TJ
/R37 9.9626 Tf
3.61094 -4.11406 Td
[(;)-0.798886]TJ
/R97 9.9626 Tf
4.42812 0 Td
[<1a>-0.798886]TJ
/R47 6.9738 Tf
6.09492 4.11406 Td
[(\()-0.402595]TJ
/R41 6.9738 Tf
3.11289 0 Td
[(t)-0.598641]TJ
/R47 6.9738 Tf
3.01016 0 Td
[(\))-0.402595]TJ
/R37 9.9626 Tf
3.61094 -4.11406 Td
[(;)-0.798886]TJ
/R97 9.9626 Tf
4.42812 0 Td
[<16>-0.89936]TJ
/R47 6.9738 Tf
7.05273 4.11406 Td
[(\()-0.402595]TJ
/R41 6.9738 Tf
3.11328 0 Td
[(t)-0.598641]TJ
/R47 6.9738 Tf
3.00898 0 Td
[(\))-0.402595]TJ
/R101 9.9626 Tf
3.61211 3.95625 Td
[<01>-0.30142]TJ
/R37 9.9626 Tf
4.56562 -8.07031 Td
[(:)-0.798886]TJ
/R31 9.9626 Tf
26.5703 0 Td
(\(7\))Tj
0.98 0 0 1 49.8031 500.066 Tm
[(This)-232.989(scaling)-233.995(f)10.0048(actor)-233(is)-233.009(adjusted)-233.992(during)-232.983(the)-234.02(attack)-233.012(with)-233.99(a)-232.997(binary)]TJ
1.02 0 0 1 50.1121 488.111 Tm
[(decision:)-309.991(if)-248.987(the)-247.997(pix)15.0037(el)-249.003(success)-248.017(rate)-247.998(at)-249.003(the)-247.998(current)-247.993(iteration)-248.985(is)]TJ
0.996 0 0 1 50.1121 476.156 Tm
[(less)-252.011(than)-251.015(the)-252.004(tar)18.0053(get)-252.004(pix)15.0011(el)-252.009(succes)1.01738(s)-252.007(rate)]TJ
/R37 9.9626 Tf
1 0 0 1 198.437 476.156 Tm
[<17>-1]TJ
/R31 9.9626 Tf
0.996 0 0 1 203.993 476.156 Tm
[(,)-252.003(the)-252.003(scaling)-251.019(f)9.99666(actor)-251.983(is)]TJ
1 0 0 1 50.1121 464.201 Tm
[(increased,)-249.993(otherwise)-250.016(it)-249.983(is)-249.984(decreased:)]TJ
/R37 9.9626 Tf
15.3668 -30.9613 Td
[(w)-0.899972]TJ
/R47 6.9738 Tf
7.4 4.11406 Td
[(\()-0.399969]TJ
/R41 6.9738 Tf
3.11406 0 Td
[(t)-0.600392]TJ
/R47 6.9738 Tf
3.00898 0 Td
[(\))-0.399969]TJ
/R43 9.9626 Tf
6.37891 -4.11406 Td
[(=)-0.799499]TJ
/R37 9.9626 Tf
10.516 0 Td
[(w)-0.900585]TJ
/R47 6.9738 Tf
7.40117 4.11406 Td
[(\()-0.399094]TJ
/R41 6.9738 Tf
3.11289 0 Td
[(t)-0.598641]TJ
/R39 6.9738 Tf
3.00898 0 Td
[<00>-0.899712]TJ
/R47 6.9738 Tf
6.22695 0 Td
[(1)-0.500618(\))-0.399094]TJ
/R45 9.9626 Tf
9.79727 -4.11406 Td
[<02>-0.800112]TJ
/R101 9.9626 Tf
9.96172 17.0363 Td
[(\()-0.599165]TJ
/R47 6.9738 Tf
17.2563 -6.1543 Td
[(1)-0.500618]TJ
ET
Q
1446.27 4426.9 m
1646.68 4426.9 l
S
q
10 0 0 10 0 0 cm BT
/R47 6.9738 Tf
1 0 0 1 144.627 436.764 Tm
[(1)-0.500618]TJ
/R39 6.9738 Tf
3.97109 0 Td
[<00>-0.899712]TJ
/R41 6.9738 Tf
6.22695 0 Td
[(\r)-0.0997736]TJ
/R127 4.9813 Tf
4.18516 -0.996875 Td
(w)Tj
/R31 9.9626 Tf
16.816 4.43203 Td
(if)Tj
/R125 6.9738 Tf
17.2457 4.83164 Td
[(m)-0.0997736]TJ
/R129 4.9813 Tf
8.21523 3.00625 Td
[(>)-0.29897]TJ
/R47 6.9738 Tf
5.89492 -3.00625 Td
[([)-0.399094]TJ
/R125 6.9738 Tf
2.25508 0 Td
[(d)-0.598641]TJ
/R131 4.9813 Tf
4.78906 3.00625 Td
[(\()-0.700863]TJ
/R127 4.9813 Tf
2.69766 0 Td
[(t)-0.700863]TJ
/R131 4.9813 Tf
2.8082 0 Td
[(\))-0.700863]TJ
/R39 6.9738 Tf
3.19609 -3.00625 Td
[<14>-0.899712]TJ
/R47 6.9738 Tf
6.22695 0 Td
[(0)-0.500618(])-0.399094]TJ
ET
Q
1930.72 4426.9 m
2353.82 4426.9 l
S
q
10 0 0 10 0 0 cm BT
/R39 6.9738 Tf
1 0 0 1 204.093 436.764 Tm
[(k)-0.301071]TJ
/R125 6.9738 Tf
4.08203 0 Td
[(m)-0.101524]TJ
/R39 6.9738 Tf
8.21484 0 Td
[(k)-0.301071]TJ
/R131 4.9813 Tf
4.08203 -2.24219 Td
[(1)-0.602841]TJ
/R37 9.9626 Tf
18.8723 5.67734 Td
[(<)-278.784<17>-1]TJ
/R43 9.9626 Tf
16.0719 0 Td
[(;)-0.798886]TJ
/R47 6.9738 Tf
-102.809 -11.7973 Td
[(1)-0.500618]TJ
ET
Q
1446.27 4269.7 m
1645.57 4269.7 l
S
q
10 0 0 10 0 0 cm BT
/R47 6.9738 Tf
1 0 0 1 144.627 421.044 Tm
[(1)-0.500618(+)]TJ
/R41 6.9738 Tf
10.0871 0 Td
[(\r)-0.0997736]TJ
/R127 4.9813 Tf
4.18477 -0.996094 Td
(w)Tj
/R31 9.9626 Tf
16.9273 4.43203 Td
(otherwise.)Tj
98.9199 8.75977 Td
(\(8\))Tj
1.02 0 0 1 50.1121 399.854 Tm
[(Multiplying)-312(by)]TJ
/R47 6.9738 Tf
1 0 0 1 124.412 403.777 Tm
[(1)-0.500618]TJ
ET
Q
1163.78 4023.45 m
1364.19 4023.45 l
S
q
10 0 0 10 0 0 cm BT
/R47 6.9738 Tf
1 0 0 1 116.378 396.419 Tm
[(1)-0.500618]TJ
/R39 6.9738 Tf
3.9707 0 Td
[<06>-0.899712]TJ
/R41 6.9738 Tf
6.22617 0 Td
[(\r)-0.0997736]TJ
/R127 4.9813 Tf
4.18516 -0.996094 Td
(w)Tj
/R31 9.9626 Tf
1.02 0 0 1 140.787 399.854 Tm
[(instead)-311.996(of)]TJ
/R43 9.9626 Tf
1 0 0 1 184.385 399.854 Tm
(1)Tj
/R45 9.9626 Tf
7.7 0 Td
[<06>-0.800112]TJ
/R37 9.9626 Tf
10.468 0 Td
[(\r)-0.700863]TJ
/R41 6.9738 Tf
5.15781 -1.49375 Td
[(w)-0.402595]TJ
/R31 9.9626 Tf
1.02 0 0 1 217.332 399.854 Tm
(biases)Tj
/R37 9.9626 Tf
1 0 0 1 245.34 399.854 Tm
[(w)-0.89936]TJ
/R47 6.9738 Tf
7.40117 3.61602 Td
[(\()-0.402595]TJ
/R41 6.9738 Tf
3.11289 0 Td
[(t)-0.598641]TJ
/R47 6.9738 Tf
3.01016 0 Td
[(\))-0.402595]TJ
/R31 9.9626 Tf
1.02 0 0 1 265.648 399.854 Tm
[(to)-312.013(in-)]TJ
-211.31 -11.9551 Td
[(crease)-265.015(in)-264.002(case)-264.981(of)-265.01(oscillations,)-269.009(with)-264.988(tw)10.0077(o)-265(iterations)-264.993(resulting)]TJ
11.9547 TL
T*[(in)-277.995(a)-278.986(multiplication)-277.983(of)]TJ
/R47 6.9738 Tf
1 0 0 1 148.566 379.867 Tm
[(1)-0.500618]TJ
ET
Q
1405.31 3784.35 m
1605.72 3784.35 l
S
q
10 0 0 10 0 0 cm BT
/R47 6.9738 Tf
1 0 0 1 140.531 372.509 Tm
[(1)-0.500618]TJ
/R39 6.9738 Tf
3.97109 0 Td
[<00>-0.899712]TJ
/R41 6.9738 Tf
6.22695 0 Td
[(\r)-0.0997736]TJ
/R131 4.9813 Tf
4.61406 1.99219 Td
[(2)-0.60039]TJ
/R127 4.9813 Tf
-0.428906 -3.98516 Td
(w)Tj
/R31 9.9626 Tf
1.02 0 0 1 164.596 375.944 Tm
[(instead)-278.015(of)]TJ
/R43 9.9626 Tf
1 0 0 1 207.506 375.944 Tm
(1)Tj
/R45 9.9626 Tf
7.44531 0 Td
[<00>-0.798886]TJ
/R37 9.9626 Tf
10.2129 0 Td
[(\r)-0.700863]TJ
/R47 6.9738 Tf
5.71094 3.61484 Td
[(2)-0.500618]TJ
/R41 6.9738 Tf
-0.553125 -6.07813 Td
[(w)-0.402595]TJ
/R31 9.9626 Tf
1.02 0 0 1 236.771 375.944 Tm
(.)Tj
/R37 9.9626 Tf
1 0 0 1 243.413 375.944 Tm
[(w)-0.89936]TJ
/R47 6.9738 Tf
7.40117 3.61484 Td
[(\()-0.402595]TJ
/R41 6.9738 Tf
3.11289 0 Td
[(t)-0.598641]TJ
/R47 6.9738 Tf
3.00898 0 Td
[(\))-0.402595]TJ
/R31 9.9626 Tf
1.02 0 0 1 263.376 375.944 Tm
[(is)-278.017(fur)19.0184(-)]TJ
1.015 0 0 1 50.1121 362.048 Tm
[(ther)-246.998(projected)-246(on)-247.006(a)-246.004(safe)14.0141(guarding)-246.008(interv)23.9866(al)]TJ
/R43 9.9626 Tf
1 0 0 1 215.749 362.048 Tm
[([)-0.798886]TJ
/R37 9.9626 Tf
2.76836 0 Td
[(w)-0.89936]TJ
/R47 6.9738 Tf
7.13164 -1.49492 Td
[(m)-0.500618(i)-0.399094(n)-0.997736]TJ
/R37 9.9626 Tf
13.6992 1.49492 Td
[(;)-0.798886]TJ
/R43 9.9626 Tf
4.42812 0 Td
[(1])-0.798886]TJ
/R31 9.9626 Tf
1.015 0 0 1 251.524 362.048 Tm
[(.)-305.998(W)78(e)-246.004(use)]TJ
/R37 9.9626 Tf
1 0 0 1 50.1121 350.093 Tm
[(w)-0.899972]TJ
/R47 6.9738 Tf
7.13203 -1.49492 Td
[(m)-0.499743(i)-0.399969(n)-1]TJ
/R43 9.9626 Tf
16.466 1.49492 Td
[(=)-278.784(0)]TJ
/R37 9.9626 Tf
15.4977 0 Td
[(:)-0.800112]TJ
/R43 9.9626 Tf
2.76719 0 Td
(1)Tj
/R31 9.9626 Tf
7.47187 0 Td
[(and)-249.991(set)-249.989(the)-249.99(initial)-250(scale)-249.997(to)]TJ
/R37 9.9626 Tf
103.49 0 Td
[(w)-0.89936]TJ
/R47 6.9738 Tf
7.40078 3.61484 Td
[(\()-0.402595(0)-0.500618(\))-0.399094]TJ
/R43 9.9626 Tf
13.4633 -3.61484 Td
[(=)-278.784(1)]TJ
/R31 9.9626 Tf
15.4977 0 Td
(.)Tj
/R29 9.9626 Tf
1.02 0 0 1 50.1121 323.487 Tm
[(P)20.0184(enalty)]TJ
/R31 9.9626 Tf
41.6716 0 Td
[(F)14.9905(or)-256.015(the)-255.992(penalty)-256.004(function,)-258.997(we)-255.984(use)-256.008(a)-255.998(slightly)-256.01(mod-)]TJ
-41.6716 -11.9551 Td
[<69026564>-373.006(v)14.9983(ersion)-372.985(of)-372.989(the)]TJ
/R37 9.9626 Tf
1 0 0 1 133.986 311.532 Tm
(P)Tj
/R47 6.9738 Tf
6.39609 -1.49414 Td
[(2)-0.500618]TJ
/R31 9.9626 Tf
1.02 0 0 1 148.64 311.532 Tm
[(penalty)-373.017(from)-372.991([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 209.276 311.532 Tm
(6)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 214.357 311.532 Tm
[(].)-686.991(It)-372.996(corresponds)]TJ
-161.024 -11.9551 Td
[(to)-286.99(the)-286.015(follo)23.9904(wing)-286.008(mapping)-286.988(applied)-285.988(componentwise)-286.996<6465026e6564>]TJ
/R43 9.9626 Tf
1 0 0 1 48.9461 287.622 Tm
[(\()-0.899972]TJ
/R45 9.9626 Tf
3.875 0 Td
[(8)-0.60039]TJ
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5.53398 0 Td
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8.00977 0 Td
[(2)-0.700251]TJ
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9.40898 0 Td
[(R)-0.199722]TJ
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7.19531 0 Td
[(\))-0.899972(\()-0.89936]TJ
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7.74883 0 Td
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5.53516 0 Td
[(\()-0.899972]TJ
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15.582 0 Td
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6.64102 0 Td
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7.74883 0 Td
[(;)-0.800112]TJ
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4.42812 0 Td
[(+)-0.800112]TJ
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9.96172 0 Td
[([)-0.800112]TJ
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2.76797 3.61523 Td
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4.46914 -3.61523 Td
[(\))-0.89936]TJ
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25.252 0 Td
[(\))-278.908(=)-0.800112]TJ
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17.157 17.0359 Td
[(\()-0.599165]TJ
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8.02578 -9.80391 Td
[<16>-0.60039(y)-0.29897]TJ
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13.459 0 Td
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16.3961 3.61484 Td
[(2)-0.500618]TJ
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6.68281 -3.61484 Td
[(+)-0.800112]TJ
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11.1582 3.92188 Td
[(1)-0.500618]TJ
ET
Q
1833.12 2664.31 m
1872.83 2664.31 l
S
q
10 0 0 10 0 0 cm BT
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1 0 0 1 183.312 260.505 Tm
[(6)-0.500618]TJ
/R37 9.9626 Tf
5.1668 3.43594 Td
<1a>Tj
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5.15117 3.61484 Td
[(2)-0.500618]TJ
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4.46875 -3.61484 Td
[(y)-0.300195]TJ
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5.24219 3.61484 Td
[(3)-0.500618]TJ
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14.432 -3.61484 Td
(if)Tj
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16.05 0 Td
[(y)-0.30142]TJ
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8.00898 0 Td
[<15>-0.798886]TJ
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10.516 0 Td
[(0;)-0.798886]TJ
/R41 6.9738 Tf
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[<16>-0.600392(y)-0.399094]TJ
ET
Q
1268.49 2520.85 m
1727.37 2520.85 l
S
q
10 0 0 10 0 0 cm BT
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1 0 0 1 126.849 246.159 Tm
[(1)-0.500618]TJ
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21.7871 0 Td
[(;)-0.299321<1a>-0.700165]TJ
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6.49883 0 Td
[(\))-0.399094]TJ
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3.11406 0 Td
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49.3262 3.43516 Td
(otherwise.)Tj
56.973 7.11484 Td
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1.012 0 0 1 49.8031 226.513 Tm
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ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
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1.012 0 0 1 239.096 226.513 Tm
(6)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
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1.012 0 0 1 244.137 226.513 Tm
[(],)-246.009(while)-246.006(al-)]TJ
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1 0 0 1 49.8629 202.602 Tm
[(v)24.9811(alues)-249.988(of)-249.996(the)-249.99(constraint)-250.006(with)]TJ
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115.137 0 Td
[<1a>-278.005(<)-0.800112]TJ
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18.434 0 Td
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4.98086 0 Td
(.)Tj
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[(4.2.)-250.004(Pr)17.9933(oximal)-250(splitting)]TJ
/R31 9.9626 Tf
0.98 0 0 1 62.0672 164.686 Tm
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ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
0.98 0 0 1 239.775 152.731 Tm
(3)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
0.98 0 0 1 244.656 152.731 Tm
(,)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
0.98 0 0 1 248.337 152.731 Tm
(15)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
0.98 0 0 1 258.1 152.731 Tm
[(].)-315.008(Orig-)]TJ
1.02 0 0 1 50.1121 140.776 Tm
[(inally)-262.983(designed)-264.009(for)-262.981(solving)-263(con)39.0061(v)14.9977(e)14.0067(x)-263.003(optimization)-262.99(problems,)]TJ
0.98 0 0 1 50.1121 128.821 Tm
[(the)14.9985(y)-253.016(ha)19.9847(v)16.0069(e)-254.003(been)-253.019(also)-252.995(successfully)-254(emplo)11.0201(yed)-253.997(in)-253.001(the)-253.984(noncon)41.0021(v)16.0062(e)15.021(x)]TJ
1 0 0 1 50.1121 116.866 Tm
[(case)-250.004([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1 0 0 1 73.066 116.866 Tm
(2)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1 0 0 1 78.0473 116.866 Tm
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0.986 0 0 1 50.1121 104.91 Tm
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1.015 0 0 1 50.1121 92.9551 Tm
[(be)-245.988(addressed)-247.009(eit)0.997129(her)-247.019(by)-246.001(computing)-246.001(their)-247.015(proximity)-246.013(operator)40.0155(,)]TJ
0.98 0 0 1 50.1121 81 Tm
[(or)-255.014(their)-255.007(gradient)-254.983(when)-254.004(the)14.9985(y)-255.016(are)-254.984(smooth.)-316.019(One)-255.007(important)-255.007(point)]TJ
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[(proximal)-229.016(algorithms)-230.011(are)-229.018(related)-230.009(to)-228.993(the)-230.019(Lipschitz-re)15.9987(gularity)-230.019(of)]TJ
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1 0 0 1 308.862 674.172 Tm
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1.02 0 0 1 320.817 662.217 Tm
[(As)-260.013(a)-258.997(common)-260.003(practice)-258.997(in)-260.006(adv)15.0206(ersarial)-260(attacks,)-262.994(we)-258.982(are)-259.991(in-)]TJ
-11.7207 -11.9551 Td
[(terested)-292.007(in)-291.986(minimizing)-291.988(the)]TJ
/R37 9.9626 Tf
1 0 0 1 419.528 650.262 Tm
[(`)-0.700863]TJ
/R39 6.9738 Tf
4.15078 -1.49492 Td
[(1)-0.903213]TJ
/R31 9.9626 Tf
1.02 0 0 1 432.12 650.262 Tm
[(-norm.)-445(T)78.9853(o)-292.987(handle)-291.983(this)-292.002(term,)]TJ
1.018 0 0 1 308.862 638.306 Tm
[(at)-246.02(each)-246.008(iteration)-246.008(of)-245.984(the)-245.994(proposed)-246.015(algorithm,)-245.991(our)-245.996(problem)-246.01(is)]TJ
1.004 0 0 1 308.862 626.351 Tm
[(e)15.0036(xpressed)-248.013(as)-247.986(the)-247.991(minimization)-247.991(of)-247.986(a)-248.02(sum)-248(of)-247.986(tw)10.0073(o)-247.981(functions)-248.006(as)]TJ
0.98 0 0 1 308.862 614.396 Tm
(in)Tj
1 0 0 1 318.529 614.396 Tm
(\()Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1 0 0 1 321.846 614.396 Tm
(5)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1 0 0 1 326.828 614.396 Tm
(\))Tj
0.98 0 0 1 330.145 614.396 Tm
[(,)-220.989(where)]TJ
/R37 9.9626 Tf
1 0 0 1 360.664 614.396 Tm
[(h)-0.200947]TJ
/R47 6.9738 Tf
5.73984 -1.49414 Td
[(1)-0.500618]TJ
/R31 9.9626 Tf
0.98 0 0 1 372.945 614.396 Tm
[(is)-212.004(con)40.9921(v)15.006(e)15.021(x)-212.007(and)]TJ
/R37 9.9626 Tf
1 0 0 1 427.268 614.396 Tm
[(h)-0.196046]TJ
/R47 6.9738 Tf
5.74102 -1.49414 Td
[(2)-0.497117]TJ
/R31 9.9626 Tf
0.98 0 0 1 439.549 614.396 Tm
[(is)-212.004(smooth.)-302.015(W)40.9896(ith)-212.014(this)-212.985(formu-)]TJ
0.998 0 0 1 308.862 602.441 Tm
[(lation,)-251.999(we)-250.99(can)-251.004(solv)14.9907(e)-251.982(the)-251.014(problem)-252.006(using)-251.004(a)]TJ
/R35 9.9626 Tf
162.943 0 Td
[(forwar)37.0189(d-bac)19.9974(kwar)36.9894(d)]TJ
/R31 9.9626 Tf
1 0 0 1 308.862 590.486 Tm
[(splitting)-250.02(algorithm)-249.995(where)-250.002(the)-249.988(update)-249.983(reads)]TJ
/R97 9.9626 Tf
21.4598 -19.0527 Td
[<0e>-0.198496]TJ
/R47 6.9738 Tf
5.5832 4.11367 Td
[(\()-0.402595]TJ
/R41 6.9738 Tf
3.11406 0 Td
[(t)-0.598641]TJ
/R47 6.9738 Tf
3.00898 0 Td
[(+1)-0.500618(\))-0.402595]TJ
/R43 9.9626 Tf
16.466 -4.11367 Td
[(=)-621.786(p)-0.60039(r)-0.698413(o)28.0076(x)-0.798886]TJ
/R41 6.9738 Tf
33.3359 -2.43516 Td
[<15>-0.598641(h)-0.801689]TJ
/R131 4.9813 Tf
9.38984 -0.996094 Td
[(1)-0.602841]TJ
/R101 9.9626 Tf
-28.7898 -4.19805 Td
(|)Tj
ET
Q
3769.14 5638.04 76.2109 11.9492 re
f
q
10 0 0 10 0 0 cm BT
/R101 9.9626 Tf
1 0 0 1 384.535 563.804 Tm
({z)Tj
ET
Q
3935.01 5638.04 76.207 11.9492 re
f
q
10 0 0 10 0 0 cm BT
/R101 9.9626 Tf
1 0 0 1 401.123 563.804 Tm
(})Tj
/R31 6.9738 Tf
-32.1129 -8.53398 Td
[(backw)9.97736(ard)-249.977(step)]TJ
/R101 9.9626 Tf
41.6758 24.2332 Td
[<00>-0.29897]TJ
/R97 9.9626 Tf
6.22695 -8.06992 Td
[<0e>-0.200947]TJ
/R47 6.9738 Tf
5.5832 4.11367 Td
[(\()-0.399094]TJ
/R41 6.9738 Tf
3.11406 0 Td
[(t)-0.602142]TJ
/R47 6.9738 Tf
3.00898 0 Td
[(\))-0.399094]TJ
/R45 9.9626 Tf
5.825 -4.11367 Td
[<00>-0.803787]TJ
/R37 9.9626 Tf
9.96289 0 Td
[<15>-0.29897]TJ
/R45 9.9626 Tf
5.81211 0 Td
[(r)-0.303871]TJ
/R125 6.9738 Tf
8.30195 -1.49414 Td
[<0e>-0.497117]TJ
/R37 9.9626 Tf
4.87891 1.49414 Td
[(h)-0.196046]TJ
/R47 6.9738 Tf
5.74023 -1.49414 Td
[(2)-0.497117]TJ
/R101 9.9626 Tf
4.46992 9.56406 Td
[<00>-0.29897]TJ
/R97 9.9626 Tf
4.56602 -8.06992 Td
[<0e>-0.200947]TJ
/R47 6.9738 Tf
5.58281 4.11367 Td
[(\()-0.399094]TJ
/R41 6.9738 Tf
3.11406 0 Td
[(t)-0.602142]TJ
/R47 6.9738 Tf
3.00898 0 Td
[(\))-0.399094]TJ
/R101 9.9626 Tf
3.61211 3.95625 Td
[<01>-0.29897]TJ
-76.5812 -15.7551 Td
(|)Tj
ET
Q
4213.96 5637.48 316.07 11.9492 re
f
q
10 0 0 10 0 0 cm BT
/R101 9.9626 Tf
1 0 0 1 453.003 563.748 Tm
({z)Tj
ET
Q
4619.7 5637.48 316.07 11.9492 re
f
q
10 0 0 10 0 0 cm BT
/R101 9.9626 Tf
1 0 0 1 493.577 563.748 Tm
(})Tj
/R31 6.9738 Tf
-53.5809 -8.5332 Td
[(forw)9.99136(ard)-249.973(step)]TJ
/R101 9.9626 Tf
59.7238 24.2883 Td
[<01>-0.29897]TJ
/R37 9.9626 Tf
4.56719 -8.06992 Td
[(;)-0.803787]TJ
/R31 9.9626 Tf
24.227 0 Td
(\(10\))Tj
/R37 9.9626 Tf
-219.652 -33.7363 Td
[<15>-0.29897]TJ
/R31 9.9626 Tf
0.98 0 0 1 317.169 537.697 Tm
[(is)-256.015(a)-255.002(positi)25.0083(v)16.0062(e)-256.002(step-size,)-255.014(and)]TJ
/R43 9.9626 Tf
1 0 0 1 421.715 537.697 Tm
[(p)-0.597939(r)-0.700863(o)28.0051(x)-0.798886]TJ
/R41 6.9738 Tf
19.4 -2.43477 Td
[<15>-0.602142(h)-0.798188]TJ
/R131 4.9813 Tf
9.38906 -0.996875 Td
[(1)-0.597939]TJ
/R31 9.9626 Tf
0.98 0 0 1 457.386 537.697 Tm
[(is)-256.015(the)-254.984(proximity)-256.02(opera-)]TJ
1.02 0 0 1 308.862 525.742 Tm
[(tor)-254.016(of)-254.016(the)-254.994(function)]TJ
/R37 9.9626 Tf
1 0 0 1 385.237 525.742 Tm
[<15>-0.29897(h)-0.200947]TJ
/R47 6.9738 Tf
11.5508 -1.49531 Td
[(1)-0.500618]TJ
/R31 9.9626 Tf
1.02 0 0 1 401.258 525.742 Tm
[(.)-330.988(Global)-254.014(con)39.0073(v)13.9971(er)17.9949(gence)-253.995(guarantees)-254(of)]TJ
0.98 0 0 1 308.862 513.787 Tm
[(the)-206.013(forw)11.0026(ard-backw)10.0173(ard)-205.986(algorithm)-204.993(e)15.0185(xist)-205.983(in)-204.988(the)-206.013(con)40.9946(v)15.0085(e)15.9787(x)-206.003(case)-206.008([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
0.98 0 0 1 532.101 513.787 Tm
(17)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
0.98 0 0 1 541.864 513.787 Tm
(])Tj
1.02 0 0 1 308.862 501.831 Tm
[(and)-255.986(local)-255.018(ones)-256(in)-255.006(the)-255.993(noncon)39.9876(v)13.9971(e)15.0061(x)-255.008(case)-255.989([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 465.182 501.831 Tm
(2)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 470.263 501.831 Tm
[(].)-334.993(T)77.9858(o)-255.008(carry)-255.993(out)-254.999(our)]TJ
1 0 0 1 308.862 489.876 Tm
[(attack,)-249.988(we)-250(thus)-250.012(need)-249.995(to)-249.985<026e64>-250.012(the)-249.988(proximity)-249.988(operator)-249.993(of)]TJ
/R37 9.9626 Tf
214.444 0 Td
[(h)-0.196046]TJ
/R47 6.9738 Tf
5.73984 -1.49414 Td
[(1)-0.497117]TJ
/R31 9.9626 Tf
4.46914 1.49414 Td
(.)Tj
/R29 9.9626 Tf
0.98 0 0 1 308.862 463.866 Tm
[(Pr)18(oximity)-228.006(operator)-228(of)]TJ
/R37 9.9626 Tf
1 0 0 1 401.594 463.866 Tm
[(h)-0.200947]TJ
/R47 6.9738 Tf
5.73984 -1.49414 Td
[(1)-0.497117]TJ
/R31 9.9626 Tf
0.98 0 0 1 421.766 463.866 Tm
[(The)-228.018(function)]TJ
/R37 9.9626 Tf
1 0 0 1 473.95 463.866 Tm
[(h)-0.196046]TJ
/R47 6.9738 Tf
5.73984 -1.49414 Td
[(1)-0.497117]TJ
/R31 9.9626 Tf
0.98 0 0 1 486.39 463.866 Tm
[(is)-228.008(a)-228.998(sum)-228.003(of)-229.008(tw)10.0073(o)]TJ
1.017 0 0 1 308.862 451.911 Tm
(functions:)Tj
/R45 9.9626 Tf
1 0 0 1 352.488 451.911 Tm
[<6b01>-0.798886(k)]TJ
/R39 6.9738 Tf
12.7301 -2.98789 Td
[(1)-0.899712]TJ
/R31 9.9626 Tf
1.017 0 0 1 376.155 451.911 Tm
(and)Tj
/R37 9.9626 Tf
1 0 0 1 393.281 451.911 Tm
[<13>-0.89936]TJ
/R47 6.9738 Tf
3.52617 -1.49375 Td
[<03>-0.801689]TJ
/R31 9.9626 Tf
1.017 0 0 1 402.757 451.911 Tm
[(.)-305.984(In)-247.004(general,)-245.992(the)-246.011(proximity)-246.985(operator)]TJ
1.02 0 0 1 308.862 439.956 Tm
[(of)-306.987(a)-306.009(sum)-306.989(of)-305.987(functions)]TJ
/R35 9.9626 Tf
89.9824 0 Td
[(is)-307.001(neither)]TJ
/R31 9.9626 Tf
41.2017 0 Td
[(the)-307.004(sum)-305.99(of)-306.985(the)-306.004(proximity)]TJ
0.98 0 0 1 308.862 428.001 Tm
[(operators)-231.001(of)-232.009(the)-231.019(functions)]TJ
/R35 9.9626 Tf
103.845 0 Td
(nor)Tj
/R31 9.9626 Tf
16.3776 0 Td
[(their)-230.999(composition.)-309.002(One)-231.004(w)9.99233(ay)-230.994(to)]TJ
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[(solv)15.016(e)-208.991(the)-208.014(sub-problem)-208.989(of)-209.004<026e64696e67>-208.989(the)]TJ
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1 0 0 1 450.577 416.046 Tm
[(p)-0.597939(r)-0.700863(o)28.0051(x)-0.798886]TJ
/R31 9.9626 Tf
0.98 0 0 1 472.514 416.046 Tm
(of)Tj
/R37 9.9626 Tf
1 0 0 1 482.686 416.046 Tm
[(h)-0.196046]TJ
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5.74023 -1.49492 Td
[(1)-0.497117]TJ
/R43 9.9626 Tf
7.23672 1.49492 Td
[(=)-0.803787]TJ
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10.516 0 Td
[<6b01>-0.803787(k)]TJ
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12.7301 -2.98906 Td
[(1)-0.903213]TJ
/R43 9.9626 Tf
8.9832 2.98906 Td
[(+)-0.803787]TJ
/R37 9.9626 Tf
8.2918 0 Td
[<13>-0.90181]TJ
/R47 6.9738 Tf
3.52617 -1.49492 Td
[<03>-0.798188]TJ
/R31 9.9626 Tf
0.98 0 0 1 308.503 404.091 Tm
[(w)9.99483(ould)-208.984(be)-209.989(to)-209.991(resort)-209.019(to)-209.991(an)-208.989(iterati)24.9808(v)16.0087(e)-209.994(proximal)-209.009(splitting)-210.014(algorithm,)]TJ
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[(such)-250.015(as)-249.985(the)-249.985(dual)-250(forw)9.9906(ard-backw)9.98816(ard)-250.002(splitting)-250.017([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.002 0 0 1 489.416 392.135 Tm
(15)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.002 0 0 1 499.399 392.135 Tm
[(].)-310.983(Ho)24.9851(we)24.9802(v)15.0116(er)40.0113(,)]TJ
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[(we)-376.994(will)-377.011(propose)-377.008(a)-377.008(more)-377.006(ef)24.991<026369656e74>-375.99(nu)-0.985034(m)1.00425(erical)-376.989(approach)-377.004(by)]TJ
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ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1 0 0 1 527.192 368.225 Tm
(4)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1 0 0 1 532.173 368.225 Tm
(]:)Tj
/R43 9.9626 Tf
-216.748 -18.6191 Td
[(p)-0.60039(r)-0.698413(o)28.0076(x)-0.798886]TJ
/R41 6.9738 Tf
19.3988 -2.43477 Td
[<15>-0.598641(h)-0.801689]TJ
/R131 4.9813 Tf
9.39023 -0.996094 Td
[(1)-0.602841]TJ
/R43 9.9626 Tf
4.38594 3.43086 Td
[(\()-0.90181]TJ
/R97 9.9626 Tf
3.875 0 Td
[<0e>-0.198496]TJ
/R43 9.9626 Tf
5.58281 0 Td
[(\))-278.909(=)-278.784(p)0.38719(r)-0.698413(o)26.9808(x)-0.798886]TJ
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36.557 -2.43477 Td
[<15>-0.598641]TJ
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4.725 0 Td
[(k)-0.301071<01>-0.301071(k)-0.301071]TJ
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10.5301 -2.24219 Td
(1)Tj
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7.27891 2.24219 Td
(+)Tj
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6.11602 0 Td
[<13>-0.80519]TJ
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2.94805 -0.996094 Td
<03>Tj
/R43 9.9626 Tf
5.53516 3.43086 Td
[(\()-0.90181]TJ
/R97 9.9626 Tf
3.87383 0 Td
[<0e>-0.200947]TJ
/R43 9.9626 Tf
5.58398 0 Td
[(\))-0.90181]TJ
-76.5059 -21.8219 Td
[(=)-278.784(ar)-0.698413(g)-180(m)-0.29897(i)-0.798886(n)-0.60039]TJ
/R125 6.9738 Tf
14.3109 -9.04883 Td
[(p)-0.598641]TJ
/R39 6.9738 Tf
4.78906 0 Td
[(2)-0.801689]TJ
/R151 6.9738 Tf
5.36797 0 Td
[(R)-0.199547]TJ
/R127 4.9813 Tf
5.03711 1.9918 Td
[(C)-67.9789(d)-0.700863]TJ
/R43 9.9626 Tf
16.134 13.7969 Td
(1)Tj
ET
Q
4103.39 3302.75 m
4153.2 3302.75 l
S
q
10 0 0 10 0 0 cm BT
/R43 9.9626 Tf
1 0 0 1 410.339 320.95 Tm
(2)Tj
/R45 9.9626 Tf
7.83789 6.83398 Td
(k)Tj
/R97 9.9626 Tf
4.98125 0 Td
[(p)-0.90181]TJ
/R45 9.9626 Tf
8.20078 0 Td
[<00>-0.803787]TJ
/R97 9.9626 Tf
9.96211 0 Td
[<0e>-0.200947]TJ
/R45 9.9626 Tf
5.58281 0 Td
(k)Tj
/R47 6.9738 Tf
4.98203 5.00898 Td
[(2)-0.497117]TJ
7.99805 TL
T*[(2)-0.497117]TJ
/R43 9.9626 Tf
6.6832 2.98906 Td
[(+)-0.803787]TJ
/R37 9.9626 Tf
9.96289 0 Td
[<15>-0.29897]TJ
/R45 9.9626 Tf
7.47187 0 Td
(k)Tj
/R97 9.9626 Tf
4.98125 0 Td
[(p)-0.90181]TJ
/R45 9.9626 Tf
5.98672 0 Td
(k)Tj
/R39 6.9738 Tf
4.98125 -2.98906 Td
[(1)-0.903213]TJ
/R43 9.9626 Tf
10.6551 2.98906 Td
[(+)-0.803787]TJ
/R37 9.9626 Tf
9.96172 0 Td
[<13>-0.90181]TJ
/R47 6.9738 Tf
3.52617 -1.49375 Td
[<03>-0.798188]TJ
/R43 9.9626 Tf
5.95 1.49375 Td
[(\()-0.90181]TJ
/R97 9.9626 Tf
3.875 0 Td
[(p)-0.90181]TJ
/R43 9.9626 Tf
5.98594 0 Td
[(\))-0.90181]TJ
/R37 9.9626 Tf
3.875 0 Td
[(:)-0.803787]TJ
/R31 9.9626 Tf
-7.26797 -19.152 Td
(\(11\))Tj
-220.011 -11.9559 Td
(As)Tj
/R45 9.9626 Tf
13.559 0 Td
[(X)-0.29897]TJ
/R43 9.9626 Tf
11.3328 0 Td
[(=)-278.784([)-0.798886(0)]TJ
/R37 9.9626 Tf
18.2652 0 Td
[(;)-0.798886]TJ
/R43 9.9626 Tf
4.42695 0 Td
[(1])-0.798886]TJ
/R41 6.9738 Tf
7.74883 3.61602 Td
[(C)-70.3771(d)-0.700165]TJ
/R31 9.9626 Tf
10.848 -3.61602 Td
[(,)-249.995(we)-250(can)-250.002(reformulate)-249.983(this)-250.012(problem)-250.012(as:)]TJ
/R43 9.9626 Tf
-60.0559 -23.7441 Td
[(m)-0.29897(i)-0.798886(n)-0.60039]TJ
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2.28672 -6.50312 Td
[(p)-0.598641]TJ
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4.78906 0 Td
[(;)-0.301071(\f)-0.798188]TJ
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22.3473 13.243 Td
(1)Tj
ET
Q
3440.51 2754.23 m
3490.32 2754.23 l
S
q
10 0 0 10 0 0 cm BT
/R43 9.9626 Tf
1 0 0 1 344.051 266.098 Tm
(2)Tj
/R45 9.9626 Tf
7.83672 6.83398 Td
(k)Tj
/R97 9.9626 Tf
4.98203 0 Td
[(p)-0.89936]TJ
/R45 9.9626 Tf
8.2 0 Td
[<00>-0.798886]TJ
/R97 9.9626 Tf
9.96328 0 Td
[<0e>-0.198496]TJ
/R45 9.9626 Tf
5.58281 0 Td
(k)Tj
/R47 6.9738 Tf
4.98203 5.00898 Td
[(2)-0.500618]TJ
7.99805 TL
T*[(2)-0.500618]TJ
/R43 9.9626 Tf
6.68281 2.98906 Td
[(+)-0.798886]TJ
/R37 9.9626 Tf
9.96211 0 Td
[<15>-0.29897(\f)-0.602841]TJ
/R43 9.9626 Tf
23.5961 0 Td
[(s)-0.401894]TJ
/R37 9.9626 Tf
3.93008 0 Td
[(:)-0.803787]TJ
/R43 9.9626 Tf
4.42695 0 Td
[(t)-0.90181]TJ
/R37 9.9626 Tf
3.875 0 Td
[(:)-0.803787]TJ
/R45 9.9626 Tf
12.7301 0 Td
[<00>-0.803787]TJ
/R37 9.9626 Tf
7.74883 0 Td
[(\f)-0.602841]TJ
/R153 9.9626 Tf
6.16094 0 Td
(1)Tj
/R41 6.9738 Tf
5.72813 -1.49414 Td
[(C)-70.3806(d)-0.700165]TJ
/R45 9.9626 Tf
13.616 1.49414 Td
[<14>-0.803787]TJ
/R97 9.9626 Tf
10.516 0 Td
[(p)-0.90181]TJ
/R45 9.9626 Tf
8.75391 0 Td
[<14>-0.803787]TJ
/R37 9.9626 Tf
10.516 0 Td
[(\f)-0.602841]TJ
/R153 9.9626 Tf
6.16094 0 Td
(1)Tj
/R41 6.9738 Tf
5.72813 -1.49414 Td
[(C)-70.3806(d)-0.700165]TJ
/R37 9.9626 Tf
10.848 1.49414 Td
[(;)-0.803787]TJ
/R45 9.9626 Tf
-85.777 -21.209 Td
[<00>-0.803787]TJ
/R97 9.9626 Tf
7.74883 0 Td
(x)Tj
/R45 9.9626 Tf
9.3332 0 Td
[<14>-0.803787]TJ
/R97 9.9626 Tf
10.516 0 Td
[(p)-0.90181]TJ
/R45 9.9626 Tf
8.75391 0 Td
[<14>-0.803787]TJ
/R153 9.9626 Tf
10.516 0 Td
(1)Tj
/R41 6.9738 Tf
5.72813 -1.49414 Td
[(C)-70.3806(d)-0.700165]TJ
/R45 9.9626 Tf
13.0617 1.49414 Td
[<00>-0.803787]TJ
/R97 9.9626 Tf
9.96328 0 Td
(x)Tj
/R37 9.9626 Tf
6.56602 0 Td
[(;)-0.803787]TJ
/R31 9.9626 Tf
-4.47422 -11.3379 Td
(\(12\))Tj
0.98 0 0 1 308.503 228.43 Tm
(where)Tj
/R153 9.9626 Tf
1 0 0 1 334.422 228.43 Tm
(1)Tj
/R41 6.9738 Tf
5.7293 -1.49414 Td
[(C)-70.3771(d)-0.700165]TJ
/R43 9.9626 Tf
13.6148 1.49414 Td
[(=)-278.784([)-0.798886(1)]TJ
/R37 9.9626 Tf
18.2648 0 Td
[(;)-167.788(:)-166.808(:)-167.788(:)-167.788(;)-0.798886]TJ
/R43 9.9626 Tf
22.1391 0 Td
[(1])-0.798886]TJ
/R39 6.9738 Tf
7.74922 3.61602 Td
[(>)-0.899712]TJ
/R45 9.9626 Tf
9.4918 -3.61602 Td
[(2)-0.700863]TJ
/R99 9.9626 Tf
9.40898 0 Td
[(R)-0.196046]TJ
/R41 6.9738 Tf
7.19609 3.61602 Td
[(C)-70.3806(d)-0.700165]TJ
/R31 9.9626 Tf
0.98 0 0 1 438.864 228.43 Tm
[(.)-302.01(Since)]TJ
/R43 9.9626 Tf
1 0 0 1 468.013 228.43 Tm
[<03>-278.385(=)-278.787([)-0.803787(0)]TJ
/R37 9.9626 Tf
27.9512 0 Td
[(;)-0.803787]TJ
/R43 9.9626 Tf
4.42812 0 Td
[(1])-0.803787]TJ
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7.74883 3.61602 Td
[(C)-70.3806(d)-0.700165]TJ
/R45 9.9626 Tf
11.4941 -3.61602 Td
[<00>-0.803787]TJ
/R97 9.9626 Tf
8.39492 0 Td
(x)Tj
/R45 9.9626 Tf
9.33281 0 Td
[<1a>-0.803787]TJ
/R43 9.9626 Tf
-228.501 -11.9551 Td
[([)-0.798886]TJ
/R45 9.9626 Tf
2.7668 0 Td
[<00>-0.798886]TJ
/R43 9.9626 Tf
7.74922 0 Td
(1)Tj
/R37 9.9626 Tf
4.98086 0 Td
[(;)-0.798886]TJ
/R43 9.9626 Tf
4.42812 0 Td
[(1])-0.798886]TJ
/R41 6.9738 Tf
7.74883 3.61602 Td
[(C)-70.3771(d)-0.700165]TJ
/R31 9.9626 Tf
1.018 0 0 1 347.384 216.475 Tm
[(,)-247.009(the)-246.995(maxi)0.989376(mum)-247.017(possible)]TJ
/R37 9.9626 Tf
1 0 0 1 446.701 216.475 Tm
[(`)-0.700863]TJ
/R39 6.9738 Tf
4.15078 -1.49414 Td
[(1)-0.903213]TJ
/R31 9.9626 Tf
1.018 0 0 1 459.293 216.475 Tm
[(-norm)-246.988(of)-245.982(the)-246.993(solution)]TJ
/R97 9.9626 Tf
1 0 0 1 308.862 204.52 Tm
[(p)-0.89936]TJ
/R41 6.9738 Tf
5.98672 3.61523 Td
[(?)-0.301071]TJ
/R31 9.9626 Tf
1.02 0 0 1 322.043 204.52 Tm
(is)Tj
/R43 9.9626 Tf
1 0 0 1 331.436 204.52 Tm
(1)Tj
/R31 9.9626 Tf
1.02 0 0 1 336.417 204.52 Tm
[(,)-259.989(so)-257.983(we)-256.983(need)-257.01(to)-258.004(solv)14.9869(e)]TJ
1 0 0 1 423.953 204.52 Tm
(\()Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1 0 0 1 427.271 204.52 Tm
(12)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1 0 0 1 437.233 204.52 Tm
(\))Tj
1.02 0 0 1 443.165 204.52 Tm
(for)Tj
/R37 9.9626 Tf
1 0 0 1 457.629 204.52 Tm
[(\f)-0.602841]TJ
/R45 9.9626 Tf
9.1582 0 Td
[(2)-0.700863]TJ
/R43 9.9626 Tf
9.63789 0 Td
[([)-0.803787(0)]TJ
/R37 9.9626 Tf
7.74883 0 Td
[(;)-0.803787]TJ
/R43 9.9626 Tf
4.42812 0 Td
[(1])-0.803787]TJ
/R31 9.9626 Tf
1.02 0 0 1 496.351 204.52 Tm
[(.)-340.98(F)14.9917(or)]TJ
/R37 9.9626 Tf
1 0 0 1 518.932 204.52 Tm
[(\f)-0.602841]TJ
/R43 9.9626 Tf
9.1582 0 Td
[(=)-301.803(0)]TJ
/R31 9.9626 Tf
1.02 0 0 1 543.817 204.52 Tm
(,)Tj
-230.348 -11.9551 Td
[(the)-271.985(solution)-271.994(is)-271.982(tri)25.015(vially)]TJ
/R97 9.9626 Tf
1 0 0 1 403.799 192.565 Tm
[(p)-0.90181]TJ
/R41 6.9738 Tf
5.98672 3.61523 Td
[(?)-0.301071]TJ
/R43 9.9626 Tf
7.8543 -3.61523 Td
[(=)-329.798(0)]TJ
/R31 9.9626 Tf
1.02 0 0 1 433.644 192.565 Tm
[(.)-384.994(F)14.9917(or)]TJ
/R37 9.9626 Tf
1 0 0 1 456.824 192.565 Tm
[(\f)-0.602841]TJ
/R43 9.9626 Tf
9.43477 0 Td
[(=)-329.798(1)]TJ
/R31 9.9626 Tf
1.02 0 0 1 482.263 192.565 Tm
[(,)-279.014(the)-271.985(solution)-271.994(is)]TJ
/R97 9.9626 Tf
1 0 0 1 308.862 180.61 Tm
[(p)-0.89936]TJ
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5.98672 3.61484 Td
[(?)-0.301071]TJ
/R43 9.9626 Tf
7.34727 -3.61484 Td
[(=)-0.798886]TJ
/R45 9.9626 Tf
10.516 0 Td
[(P)-0.60039]TJ
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6.92969 -1.49531 Td
[<03>-0.801689]TJ
/R43 9.9626 Tf
5.95039 1.49531 Td
[(\()-0.90181]TJ
/R97 9.9626 Tf
3.87383 0 Td
[<0e>-0.198496]TJ
/R43 9.9626 Tf
5.58281 0 Td
[(\))-0.90181]TJ
/R31 9.9626 Tf
6.36523 0 Td
[(since)-249.988(the)-249.99(problem)-250.012(reduces)-249.997(to)]TJ
/R43 9.9626 Tf
-42.0449 -23.7453 Td
[(m)-0.29897(i)-0.798886(n)-0.60039]TJ
/R125 6.9738 Tf
5.90781 -5.97695 Td
[(p)-0.598641]TJ
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23.5152 12.7172 Td
(1)Tj
ET
Q
3487.92 1593.56 m
3537.73 1593.56 l
S
q
10 0 0 10 0 0 cm BT
/R43 9.9626 Tf
1 0 0 1 348.792 150.031 Tm
(2)Tj
/R45 9.9626 Tf
7.83672 6.83398 Td
(k)Tj
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4.98203 0 Td
[(p)-0.89936]TJ
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8.2 0 Td
[<00>-0.798886]TJ
/R97 9.9626 Tf
9.96328 0 Td
[<0e>-0.198496]TJ
/R45 9.9626 Tf
5.58281 0 Td
(k)Tj
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4.98086 5.00898 Td
[(2)-0.500618]TJ
7.99687 TL
T*[(2)-0.500618]TJ
/R43 9.9626 Tf
16.093 2.98789 Td
[(s)-0.401894]TJ
/R37 9.9626 Tf
3.9293 0 Td
[(:)-0.803787]TJ
/R43 9.9626 Tf
4.42773 0 Td
[(t)-0.90181]TJ
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3.875 0 Td
[(:)-0.803787]TJ
/R45 9.9626 Tf
14.3902 0 Td
[<00>-0.803787]TJ
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7.74883 0 Td
(x)Tj
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9.3332 0 Td
[<14>-0.803787]TJ
/R97 9.9626 Tf
10.516 0 Td
[(p)-0.90181]TJ
/R45 9.9626 Tf
8.75391 0 Td
[<14>-0.803787]TJ
/R153 9.9626 Tf
10.516 0 Td
(1)Tj
/R41 6.9738 Tf
5.72891 -1.49375 Td
[(C)-70.3806(d)-0.700165]TJ
/R45 9.9626 Tf
13.0621 1.49375 Td
[<00>-0.803787]TJ
/R97 9.9626 Tf
9.96211 0 Td
(x)Tj
/R37 9.9626 Tf
6.56562 0 Td
[(:)-0.803787]TJ
/R31 9.9626 Tf
13.2742 0 Td
(\(13\))Tj
0.98 0 0 1 308.862 132.97 Tm
[(F)14.9935(or)-237.01(a)-236.998(gi)24.9833(v)15.006(en)]TJ
/R37 9.9626 Tf
1 0 0 1 354.856 132.97 Tm
[(\f)-0.60039]TJ
/R45 9.9626 Tf
8.9293 0 Td
[(2)-0.700863]TJ
/R43 9.9626 Tf
6.6418 0 Td
[(])-0.798886(0)]TJ
/R37 9.9626 Tf
7.74805 0 Td
[(;)-0.798886]TJ
/R43 9.9626 Tf
4.42812 0 Td
[(1[)-0.798886]TJ
/R31 9.9626 Tf
0.98 0 0 1 390.352 132.97 Tm
(,)Tj
1 0 0 1 395.145 132.97 Tm
(\()Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
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/R43 9.9626 Tf
5.53516 3.43203 Td
[(\()-0.90181]TJ
/R97 9.9626 Tf
3.87383 0 Td
[<0e>-0.198496]TJ
/R43 9.9626 Tf
5.58398 0 Td
[(\))-0.90181]TJ
ET
Q
3.98 w
501.121 4828.11 m
2863.62 4828.11 l
S
q
10 0 0 10 0 0 cm BT
/R29 8.9664 Tf
1 0 0 1 50.1121 472.599 Tm
[(Requir)17.9905(e:)]TJ
/R31 8.9664 Tf
38.1867 0 Td
[(Input)-249.984(v)14.9865(ector)]TJ
/R171 8.9664 Tf
45.6844 0 Td
[<0e>-0.599025]TJ
/R31 8.9664 Tf
7.3957 0 Td
[(and)-249.997(feasible)-249.984(set)]TJ
/R95 8.9664 Tf
57.5191 0 Td
[<03>-0.599025]TJ
/R31 8.9664 Tf
6.39805 0 Td
(.)Tj
/R29 8.9664 Tf
-155.184 -10.9582 Td
[(Requir)17.9905(e:)]TJ
/R31 8.9664 Tf
38.1867 0 Td
[(Absolute)-249.985(precision)]TJ
/R95 8.9664 Tf
69.7313 0 Td
[<01>-0.499641]TJ
/R173 8.9664 Tf
7.68008 0 Td
[(\f)-0.200129]TJ
/R31 8.9664 Tf
7.90195 0 Td
[(on)-249.978(the)-249.988(solution.)]TJ
/R31 7.9701 Tf
-118.941 -10.959 Td
(1:)Tj
/R171 8.9664 Tf
10.684 0 Td
[<0e>-0.600386]TJ
/R88 5.9776 Tf
4.81094 -0.996875 Td
[<03>-0.500322]TJ
/R175 8.9664 Tf
8.02812 0.996875 Td
[( )-285.801(P)-0.800515]TJ
/R88 5.9776 Tf
18.202 -0.996875 Td
[<03>-0.500322]TJ
/R95 8.9664 Tf
5.46797 0.996875 Td
[(\()-0.701131]TJ
/R171 8.9664 Tf
3.58398 0 Td
[<0e>-0.599025]TJ
/R95 8.9664 Tf
5.15508 0 Td
[(\))-0.701131]TJ
/R31 7.9701 Tf
-55.932 -10.959 Td
(2:)Tj
/R173 8.9664 Tf
10.684 0 Td
[(l)-0.69977]TJ
/R175 8.9664 Tf
5.45781 0 Td
[( )-0.800515]TJ
/R95 8.9664 Tf
11.7762 0 Td
[(0)-0.899898]TJ
ET
Q
0.5 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 206.384 439.723 Tm
[(//)-250.003(Lo)25.0011(wer)-250.022(bound)-249.978(for)]TJ
/R173 8.9664 Tf
70 0 Td
[(\f)-0.198767]TJ
/R90 5.9776 Tf
5.66094 3.80898 Td
[(?)-0.898537]TJ
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 54.6711 428.764 Tm
(3:)Tj
/R173 8.9664 Tf
10.684 0 Td
[(u)-0.399577]TJ
/R175 8.9664 Tf
7.86289 0 Td
[( )-285.801(k)-0.899898]TJ
/R171 8.9664 Tf
16.3832 0 Td
[<0e>-0.600386]TJ
/R88 5.9776 Tf
4.81094 -0.996094 Td
[<03>-0.500322]TJ
/R175 8.9664 Tf
5.46797 0.996094 Td
[(k)-0.899898]TJ
/R84 5.9776 Tf
4.60781 -2.73984 Td
[(1)-0.200129]TJ
ET
Q
0.5 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 207.155 428.764 Tm
[(//)-250.003(Upper)-250.022(bound)-249.978(for)]TJ
/R173 8.9664 Tf
69.2289 0 Td
[(\f)-0.198767]TJ
/R90 5.9776 Tf
5.66094 3.80898 Td
[(?)-0.898537]TJ
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 54.6711 417.805 Tm
(4:)Tj
/R173 8.9664 Tf
10.684 0 Td
[(n)-1]TJ
/R175 8.9664 Tf
8.11875 0 Td
[( )-285.801(d)-0.799834]TJ
/R95 8.9664 Tf
15.8711 0 Td
[(l)-0.499641(o)-0.900579(g)-14.9075(\()-0.701131]TJ
/R88 5.9776 Tf
15.4871 2.0418 Td
<01>Tj
/R90 5.9776 Tf
5.97695 0 Td
(\f)Tj
/R173 8.9664 Tf
3.45586 -2.0418 Td
[(=)-0.899898]TJ
/R90 5.9776 Tf
4.09609 0 Td
[(u)-0.300193]TJ
/R95 8.9664 Tf
4.40703 0 Td
[(\))-0.701131]TJ
/R173 8.9664 Tf
3.5832 0 Td
[(=)-0.899898]TJ
/R95 8.9664 Tf
6.14375 0 Td
[(l)-0.501002(o)-0.898537(g)-14.9075(\()-0.701131]TJ
/R88 5.9776 Tf
15.4871 2.0418 Td
[(2)-0.100064]TJ
/R173 8.9664 Tf
2.62891 -2.0418 Td
[(=)-0.899898]TJ
/R88 5.9776 Tf
4.09609 0 Td
[(3)-0.100064]TJ
/R95 8.9664 Tf
3.65313 0 Td
[(\))-0.701131]TJ
/R175 8.9664 Tf
3.58281 0 Td
[(e)-0.799153]TJ
ET
Q
0.5 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 219.868 417.805 Tm
[(//)-250.003(Number)-250.014(of)-249.992(steps)]TJ
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 54.6711 406.846 Tm
(5:)Tj
/R29 8.9664 Tf
10.684 0 Td
[(f)24.9923(or)]TJ
/R173 8.9664 Tf
13.4668 0 Td
[(t)-0.100064]TJ
/R175 8.9664 Tf
5.88828 0 Td
[( )-0.800515]TJ
/R95 8.9664 Tf
11.775 0 Td
[(1)-0.899898]TJ
/R173 8.9664 Tf
4.60781 0 Td
[(;)-171.479(:)-172.481(:)-171.479(:)-171.479(;)-171.479(n)-1]TJ
/R29 8.9664 Tf
28.2789 0 Td
(do)Tj
/R31 7.9701 Tf
-74.7008 -10.959 Td
(6:)Tj
/R173 8.9664 Tf
24.1328 0 Td
[(\f)-0.200129]TJ
/R90 5.9776 Tf
5.19414 -1.06289 Td
[(l)-0.600386]TJ
/R175 8.9664 Tf
5.45781 1.06289 Td
[( )-0.800515]TJ
/R173 8.9664 Tf
11.7762 0 Td
[(l)-0.701131]TJ
/R95 8.9664 Tf
4.94609 0 Td
[(+)-228.404(\()-0.701131]TJ
/R173 8.9664 Tf
12.8 0 Td
[(u)-0.400257]TJ
/R175 8.9664 Tf
7.35 0 Td
[<00>-0.400257]TJ
/R173 8.9664 Tf
9.21602 0 Td
[(l)-0.701131]TJ
/R95 8.9664 Tf
2.89883 0 Td
[(\))-0.701131]TJ
/R173 8.9664 Tf
3.5832 0 Td
[(=)-0.899898]TJ
/R95 8.9664 Tf
4.60781 0 Td
[(3)-0.899898]TJ
ET
Q
0.5 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 167.873 395.887 Tm
[(//)-250.004(Points)-249.982(to)-250.014(e)24.9875(v)25.0066(aluate)-250.017(the)-249.989(objecti)24.9957(v)14.9865(e)]TJ
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 54.6711 384.928 Tm
(7:)Tj
/R173 8.9664 Tf
24.1328 0 Td
[(\f)-0.200129]TJ
/R90 5.9776 Tf
5.19414 -0.996094 Td
[(u)-0.299172]TJ
/R175 8.9664 Tf
7.46484 0.996094 Td
[( )-0.800515]TJ
/R173 8.9664 Tf
11.775 0 Td
[(u)-0.400257]TJ
/R175 8.9664 Tf
7.35117 0 Td
[<00>-0.400257]TJ
/R95 8.9664 Tf
9.21484 0 Td
[(\()-0.701131]TJ
/R173 8.9664 Tf
3.58398 0 Td
[(u)-0.400257]TJ
/R175 8.9664 Tf
7.35117 0 Td
[<00>-0.400257]TJ
/R173 8.9664 Tf
9.21484 0 Td
[(l)-0.701131]TJ
/R95 8.9664 Tf
2.89922 0 Td
[(\))-0.701131]TJ
/R173 8.9664 Tf
3.58398 0 Td
[(=)-0.899898]TJ
/R95 8.9664 Tf
4.60781 0 Td
[(3)-0.899898]TJ
/R31 7.9701 Tf
-96.3738 -10.959 Td
(8:)Tj
/R171 8.9664 Tf
24.1328 0 Td
[(p)-0.100064]TJ
/R90 5.9776 Tf
5.56016 -1.06211 Td
[(l)-0.600386]TJ
/R175 8.9664 Tf
5.45898 1.06211 Td
[( )-285.801(P)-0.799153]TJ
/R88 5.9776 Tf
18.202 -1.39414 Td
[([)-0.800515]TJ
/R84 5.9776 Tf
2.10312 0 Td
[<00>-1]TJ
/R90 5.9776 Tf
5.75586 0 Td
(\f)Tj
/R127 4.9813 Tf
4.17305 -1.40078 Td
[(l)-0.29897]TJ
/R90 5.9776 Tf
2.88984 1.40078 Td
[(;)-0.598344(\f)]TJ
/R127 4.9813 Tf
6.44219 -1.40078 Td
[(l)-0.29897]TJ
/R88 5.9776 Tf
2.89102 1.40078 Td
[(])-0.800515]TJ
/R95 8.9664 Tf
2.60078 1.39414 Td
[(\()-0.701131]TJ
/R171 8.9664 Tf
3.58398 0 Td
[<0e>-0.599025]TJ
/R88 5.9776 Tf
4.81133 -0.996094 Td
[<03>-0.500322]TJ
/R95 8.9664 Tf
5.46797 0.996094 Td
[(\))-0.701131]TJ
ET
Q
0.5 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 201.658 373.969 Tm
[(//)-250.003(Projection)-249.984(on)-249.978(interv)24.9902(al)]TJ
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 54.6711 363.01 Tm
(9:)Tj
/R171 8.9664 Tf
24.1328 0 Td
[(p)-0.100064]TJ
/R90 5.9776 Tf
5.56016 -0.996094 Td
[(u)-0.299172]TJ
/R175 8.9664 Tf
7.46484 0.996094 Td
[( )-285.801(P)-0.799153]TJ
/R88 5.9776 Tf
18.202 -1.39414 Td
[([)-0.800515]TJ
/R84 5.9776 Tf
2.10312 0 Td
[<00>-1]TJ
/R90 5.9776 Tf
5.75586 0 Td
(\f)Tj
/R127 4.9813 Tf
4.17305 -0.996875 Td
(u)Tj
/R90 5.9776 Tf
4.71289 0.996875 Td
[(;)-0.598344(\f)]TJ
/R127 4.9813 Tf
6.44102 -0.996875 Td
(u)Tj
/R88 5.9776 Tf
4.71328 0.996875 Td
[(])-0.800515]TJ
/R95 8.9664 Tf
2.60078 1.39414 Td
[(\()-0.701131]TJ
/R171 8.9664 Tf
3.58398 0 Td
[<0e>-0.599025]TJ
/R88 5.9776 Tf
4.81094 -0.996094 Td
[<03>-0.500322]TJ
/R95 8.9664 Tf
5.46914 0.996094 Td
[(\))-0.701131]TJ
/R31 7.9701 Tf
-103.709 -11.9992 Td
(10:)Tj
/R173 8.9664 Tf
28.118 0 Td
[(f)-0.800515]TJ
/R90 5.9776 Tf
4.47305 -1.06289 Td
[(l)-0.600386]TJ
/R175 8.9664 Tf
5.45898 1.06289 Td
[( )-0.800515]TJ
/R88 5.9776 Tf
12.9699 3.67305 Td
[(1)-0.100064]TJ
ET
Q
3.79 w
1017.07 3532.53 m
1053.6 3532.53 l
S
q
10 0 0 10 0 0 cm BT
/R88 5.9776 Tf
1 0 0 1 101.707 347.968 Tm
[(2)-0.100064]TJ
/R175 8.9664 Tf
6.38398 3.04297 Td
[(k)-0.899898]TJ
/R171 8.9664 Tf
4.60781 0 Td
[(p)-0.100745]TJ
/R90 5.9776 Tf
5.55938 -1.06289 Td
[(l)-0.598344]TJ
/R175 8.9664 Tf
4.94688 1.06289 Td
[<00>-0.400257]TJ
/R171 8.9664 Tf
9.21484 0 Td
[<0e>-0.599025]TJ
/R175 8.9664 Tf
5.15508 0 Td
[(k)-0.899898]TJ
/R88 5.9776 Tf
4.60781 4.26211 Td
[(2)-0.100064]TJ
7.00195 TL
T*[(2)-0.100064]TJ
/R95 8.9664 Tf
6.19922 2.73984 Td
[(+)-0.400257]TJ
/R173 8.9664 Tf
9.21484 0 Td
[<15>-0.499641(\f)-0.20149]TJ
/R90 5.9776 Tf
10.5691 -1.06289 Td
[(l)-0.598344]TJ
ET
Q
0.5 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 214.255 351.011 Tm
[(//)-250.003(V)110.994(alue)-250.008(of)-249.992(objecti)24.9957(v)14.9865(e)]TJ
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 50.6859 338.858 Tm
(11:)Tj
/R173 8.9664 Tf
28.118 0 Td
[(f)-0.800515]TJ
/R90 5.9776 Tf
4.47305 -0.995703 Td
[(u)-0.299172]TJ
/R175 8.9664 Tf
7.46523 0.995703 Td
[( )-0.800515]TJ
/R88 5.9776 Tf
12.9707 3.67422 Td
[(1)-0.100064]TJ
ET
Q
1037.13 3411 m
1073.66 3411 l
S
q
10 0 0 10 0 0 cm BT
/R88 5.9776 Tf
1 0 0 1 103.713 335.815 Tm
[(2)-0.100064]TJ
/R175 8.9664 Tf
6.38398 3.04336 Td
[(k)-0.899898]TJ
/R171 8.9664 Tf
4.6082 0 Td
[(p)-0.100745]TJ
/R90 5.9776 Tf
5.55977 -0.996094 Td
[(u)-0.300193]TJ
/R175 8.9664 Tf
6.95313 0.996094 Td
[<00>-0.400257]TJ
/R171 8.9664 Tf
9.21484 0 Td
[<0e>-0.599025]TJ
/R175 8.9664 Tf
5.15508 0 Td
[(k)-0.899898]TJ
/R88 5.9776 Tf
4.6082 4.26172 Td
[(2)-0.100064]TJ
7.00195 TL
T*[(2)-0.100064]TJ
/R95 8.9664 Tf
6.19883 2.73984 Td
[(+)-0.400257]TJ
/R173 8.9664 Tf
9.21523 0 Td
[<15>-0.499641(\f)-0.20149]TJ
/R90 5.9776 Tf
10.5687 -0.995703 Td
[(u)-0.300193]TJ
/R31 7.9701 Tf
-121.493 -9.96328 Td
(12:)Tj
/R29 8.9664 Tf
28.118 0 Td
(if)Tj
/R173 8.9664 Tf
7.71992 0 Td
[(f)-0.800515]TJ
/R90 5.9776 Tf
4.47305 -1.06289 Td
[(l)-0.600386]TJ
/R175 8.9664 Tf
5.45898 1.06289 Td
[<15>-0.400257]TJ
/R173 8.9664 Tf
9.72695 0 Td
[(f)-0.799153]TJ
/R90 5.9776 Tf
4.47305 -0.995703 Td
[(u)-0.300193]TJ
/R29 8.9664 Tf
7.14727 0.995703 Td
(then)Tj
ET
Q
0.5 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 187.258 327.899 Tm
[(//)-250.004(Update)-250.017(bounds)-250.019(for)-250.006(search)]TJ
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 50.6859 316.94 Tm
(13:)Tj
/R173 8.9664 Tf
41.568 0 Td
[(l)-0.69977]TJ
/R175 8.9664 Tf
5.45898 0 Td
[( )-0.799153]TJ
/R173 8.9664 Tf
11.775 0 Td
[(\f)-0.200129]TJ
/R90 5.9776 Tf
5.19297 -1.06172 Td
[(l)-0.598344]TJ
/R31 7.9701 Tf
-63.9949 -9.89727 Td
(14:)Tj
/R29 8.9664 Tf
28.118 0 Td
(else)Tj
/R31 7.9701 Tf
-28.118 -10.959 Td
(15:)Tj
/R173 8.9664 Tf
41.568 0 Td
[(u)-0.399577]TJ
/R175 8.9664 Tf
7.86328 0 Td
[( )-0.799153]TJ
/R173 8.9664 Tf
11.775 0 Td
[(\f)-0.200129]TJ
/R90 5.9776 Tf
5.19297 -0.996094 Td
[(u)-0.300193]TJ
/R31 7.9701 Tf
-66.3992 -9.96289 Td
(16:)Tj
/R29 8.9664 Tf
28.118 0 Td
[(end)-250.004(if)]TJ
/R31 7.9701 Tf
-28.118 -10.9578 Td
(17:)Tj
/R29 8.9664 Tf
14.6691 0 Td
[(end)-250.004(f)24.9923(or)]TJ
/R31 7.9701 Tf
-14.6691 -10.9594 Td
(18:)Tj
/R173 8.9664 Tf
14.6691 0 Td
[(\f)-0.200129]TJ
/R90 5.9776 Tf
5.66094 3.80898 Td
[(?)-0.900579]TJ
/R95 8.9664 Tf
6.87695 -3.80898 Td
[(=)-285.387(\()-0.69977]TJ
/R173 8.9664 Tf
13.3109 0 Td
[(l)-0.69977]TJ
/R95 8.9664 Tf
4.94727 0 Td
[(+)-0.400257]TJ
/R173 8.9664 Tf
9.21484 0 Td
[(u)-0.400257]TJ
/R95 8.9664 Tf
5.30312 0 Td
[(\))-0.701131]TJ
/R173 8.9664 Tf
3.58398 0 Td
[(=)-0.899898]TJ
/R95 8.9664 Tf
4.60781 0 Td
[(2)-0.899898]TJ
ET
Q
0.5 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 206.163 262.146 Tm
[(//)-250.003(Minimum)-249.984(is)-250.008(in)]TJ
/R95 8.9664 Tf
62.782 0 Td
[([)-0.501002]TJ
/R173 8.9664 Tf
2.56016 0 Td
[(l)-17.6903(;)-171.479(u)-0.400257]TJ
/R95 8.9664 Tf
12.2969 0 Td
[(])-0.501002]TJ
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 50.6859 251.187 Tm
(19:)Tj
/R29 8.9664 Tf
14.6691 0 Td
[(r)18.017(etur)14.9967(n)]TJ
/R171 8.9664 Tf
26.8449 0 Td
[(p)-0.100064]TJ
/R90 5.9776 Tf
5.56016 3.80898 Td
[(?)-0.900579]TJ
/R95 8.9664 Tf
6.87695 -3.80898 Td
[(=)-0.400257]TJ
/R175 8.9664 Tf
9.72695 0 Td
[(P)-0.799153]TJ
/R88 5.9776 Tf
6.42695 -1.39492 Td
[([)-0.800515]TJ
/R84 5.9776 Tf
2.10312 0 Td
[<00>-1]TJ
/R90 5.9776 Tf
5.75586 0 Td
(\f)Tj
/R127 4.9813 Tf
4.48008 1.71602 Td
[(?)-0.100473]TJ
/R90 5.9776 Tf
4.16484 -1.71602 Td
[(;)-0.598344(\f)]TJ
/R127 4.9813 Tf
6.74922 1.71602 Td
[(?)-0.100473]TJ
/R88 5.9776 Tf
4.16484 -1.71602 Td
[(])-0.800515]TJ
/R95 8.9664 Tf
2.60117 1.39492 Td
[(\()-0.701131]TJ
/R171 8.9664 Tf
3.58398 0 Td
[<0e>-0.599025]TJ
/R88 5.9776 Tf
4.81094 -0.995703 Td
[<03>-0.500322]TJ
/R95 8.9664 Tf
5.46797 0.995703 Td
[(\))-0.701131]TJ
ET
Q
0.5 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 200.354 251.187 Tm
[(//)-250.003(Return)]TJ
/R95 8.9664 Tf
33.875 0 Td
[(p)-1.002(ro)28.0834(x)-0.400257]TJ
/R31 8.9664 Tf
20.6789 0 Td
(using)Tj
/R171 8.9664 Tf
21.6723 0 Td
[<0e>-0.601747]TJ
/R88 5.9776 Tf
4.81094 -0.995703 Td
[<03>-0.502364]TJ
ET
Q
3.98 w
501.121 2443.13 m
2863.62 2443.13 l
S
0 g
q
10 0 0 10 0 0 cm BT
/R29 9.9626 Tf
0.98 0 0 1 50.1121 209.369 Tm
[(V)94.0138(ariable)-224.992(Metric)-225.006(F)25.9836(orward-Backward)]TJ
/R31 9.9626 Tf
163.968 0 Td
[(F)14.9935(orw)11(ard-Backw)10.0198(ard)]TJ
1.02 0 0 1 50.1121 197.414 Tm
[(algorithms)-325(can)-324.017(suf)24.0072(f)0.99104(er)-325.007(from)-325.018(slo)25.015(w)-325(con)39.0061(v)14.9989(er)17.9949(gence.)-543.008(Therefore,)]TJ
-0.351945 -11.9551 Td
[(we)-373.997(propose)-373.009(to)-374.018(use)-373.981(a)-373.011(V)108.992(ariable)-373.985(Metric)-374.016(F)14.9917(orw)10.0065(ard)-374.012(Backw)9.98728(ard)]TJ
1 0 0 1 49.7828 173.504 Tm
[(\(VMFB\))-250.002([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1 0 0 1 90.4602 173.504 Tm
(12)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1 0 0 1 100.423 173.504 Tm
(,)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1 0 0 1 104.209 173.504 Tm
(16)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1 0 0 1 114.171 173.504 Tm
[(])-250.001(algorithm)-249.995(as)-249.996(an)-249.996(acceleration.)]TJ
/R29 9.9626 Tf
1.014 0 0 1 50.1121 155.758 Tm
<4465026e6974696f6e2e>Tj
/R31 9.9626 Tf
49.4803 0 Td
(Let)Tj
/R177 9.9626 Tf
1 0 0 1 116.25 155.758 Tm
[(H)-0.300195]TJ
/R31 9.9626 Tf
1.014 0 0 1 125.807 155.758 Tm
[(be)-247.006(a)-247.998(positi)25.0072(v)14.9898(e)-247.998<6465026e697465>-247.012(matrix)-247.015(in)]TJ
/R99 9.9626 Tf
1 0 0 1 250.96 155.758 Tm
[(R)-0.200947]TJ
/R41 6.9738 Tf
7.19492 3.61523 Td
[(C)-70.3771(d)-0.700165]TJ
/R39 6.9738 Tf
10.35 0 Td
[<02>-0.899712]TJ
/R41 6.9738 Tf
6.22695 0 Td
[(C)-70.3771(d)-0.700165]TJ
/R31 9.9626 Tf
1.014 0 0 1 285.58 155.758 Tm
(.)Tj
0.983 0 0 1 50.1121 143.803 Tm
[(F)15.0094(or)-254.007(all)]TJ
/R37 9.9626 Tf
1 0 0 1 78.341 143.803 Tm
[<15>-278.307(>)-0.799499]TJ
/R43 9.9626 Tf
19.0961 0 Td
(0)Tj
/R31 9.9626 Tf
0.983 0 0 1 102.418 143.803 Tm
[(,)-254.016(the)-254.984(proximity)-254.008(operator)-253.981(of)]TJ
/R37 9.9626 Tf
1 0 0 1 208.712 143.803 Tm
[<15>-0.29897(h)-0.200947]TJ
/R47 6.9738 Tf
11.552 -1.49531 Td
[(1)-0.500618]TJ
/R31 9.9626 Tf
0.983 0 0 1 227.224 143.803 Tm
[(in)-254.002(the)-254.984(metric)]TJ
/R177 9.9626 Tf
1 0 0 1 279.305 143.803 Tm
[(H)-0.30142]TJ
/R31 9.9626 Tf
-229.193 -11.9551 Td
[(is)-249.984<6465026e6564>-250.016(as)]TJ
/R43 9.9626 Tf
16.5828 -21.4949 Td
[(p)-0.60039(r)-0.700251(o)28.0076(x)-0.799499]TJ
/R179 6.9738 Tf
19.3992 4.11289 Td
(H)Tj
/R41 6.9738 Tf
6.57617 TL
T*[<15>-0.599517(h)-0.800814]TJ
/R131 4.9813 Tf
9.38984 -0.995703 Td
[(1)-0.599165]TJ
/R43 9.9626 Tf
4.38594 3.45898 Td
[(\()-0.89936]TJ
/R97 9.9626 Tf
3.875 0 Td
[<0e>-0.199722]TJ
/R43 9.9626 Tf
5.5832 0 Td
[(\))-278.908(=)-278.784(ar)0.285492(g)-180.984(m)-0.300195(i)-0.800112(n)-0.599165]TJ
/R125 6.9738 Tf
20.9527 -9.04922 Td
[(p)-0.600392]TJ
/R39 6.9738 Tf
4.78906 0 Td
[(2)-0.799939]TJ
/R151 6.9738 Tf
5.36797 0 Td
[(R)-0.199547]TJ
/R127 4.9813 Tf
5.03711 1.99219 Td
[(C)-67.9789(d)-0.700863]TJ
/R43 9.9626 Tf
16.1352 13.7969 Td
(1)Tj
ET
Q
1616.1 1128.44 m
1665.91 1128.44 l
S
q
10 0 0 10 0 0 cm BT
/R43 9.9626 Tf
1 0 0 1 161.61 103.519 Tm
(2)Tj
/R45 9.9626 Tf
7.83672 6.83398 Td
(k)Tj
/R97 9.9626 Tf
4.98125 0 Td
[(p)-0.89936]TJ
/R45 9.9626 Tf
8.20078 0 Td
[<00>-0.800112]TJ
/R97 9.9626 Tf
9.96211 0 Td
[<0e>-0.199722]TJ
/R45 9.9626 Tf
5.58398 0 Td
(k)Tj
/R47 6.9738 Tf
4.98086 5.00898 Td
[(2)-0.500618]TJ
/R179 6.9738 Tf
7.99805 TL
(H)'
/R43 9.9626 Tf
7.94219 2.98906 Td
[(+)-0.798886]TJ
/R37 9.9626 Tf
9.96289 0 Td
[<15>-0.29897(h)-0.200947]TJ
/R47 6.9738 Tf
11.552 -1.49414 Td
[(1)-0.500618]TJ
/R43 9.9626 Tf
4.46914 1.49414 Td
[(\()-0.90181]TJ
/R97 9.9626 Tf
3.87383 0 Td
[<0e>-0.198496]TJ
/R43 9.9626 Tf
5.58398 0 Td
[(\))-0.90181]TJ
/R37 9.9626 Tf
3.87422 0 Td
[(;)-0.798886]TJ
/R31 9.9626 Tf
19.35 0 Td
(\(16\))Tj
-220.011 -29.3531 Td
(where)Tj
/R45 9.9626 Tf
26.8289 0 Td
(k)Tj
/R97 9.9626 Tf
4.98203 0 Td
[(p)-0.900585]TJ
/R45 9.9626 Tf
5.98711 0 Td
(k)Tj
/R179 6.9738 Tf
4.98086 -2.98906 Td
(H)Tj
/R43 9.9626 Tf
8.49609 2.98906 Td
[(=)-0.800112]TJ
/R101 9.9626 Tf
10.516 8.91914 Td
(p)Tj
ET
Q
1215.07 901.191 m
1472.62 901.191 l
S
q
10 0 0 10 0 0 cm BT
/R97 9.9626 Tf
1 0 0 1 121.507 81 Tm
[(p)-0.89936]TJ
/R39 6.9738 Tf
5.98594 2.87812 Td
[(>)-0.899712]TJ
/R177 9.9626 Tf
6.725 -2.87812 Td
[(H)-0.300195]TJ
/R97 9.9626 Tf
7.05703 0 Td
[(p)-0.89936]TJ
/R31 9.9626 Tf
8.47695 0 Td
[(is)-249.984(a)-250.002(weighted)-250.013(norm.)]TJ
ET
Q
q
3088.62 6066 2362.5 1134 re W n
1 g
3088.62 6066 2362.5 1134 re
f
/R181 gs
3333.14 6258.42 943.195 846.195 re
f
Q
q
3333.14 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
3376.01 6258.42 m
3376.01 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
3376.01 6258.42 m
3376.01 6235.45 l
B
q
10 0 0 10 0 0 cm BT
/R182 3.92279 Tf
1 0 0 1 334.459 618.72 Tm
(0)Tj
/R184 3.92279 Tf
2.39727 0 Td
(:)Tj
/R182 3.92279 Tf
1.48906 0 Td
(5)Tj
-4.34023 -4.18945 Td
(255)Tj
ET
Q
3340.05 6177.85 71.9141 2.09375 re
f
Q
q
3333.14 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
3471.34 6258.42 m
3471.34 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
3471.34 6258.42 m
3471.34 6235.45 l
B
q
10 0 0 10 0 0 cm BT
/R182 3.92279 Tf
1 0 0 1 345.936 618.72 Tm
(1)Tj
-2.39727 -4.18945 Td
(255)Tj
ET
Q
3435.38 6177.85 71.9141 2.09375 re
f
Q
q
3333.14 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
3566.67 6258.42 m
3566.67 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
3566.67 6258.42 m
3566.67 6235.45 l
B
q
10 0 0 10 0 0 cm BT
/R182 3.92279 Tf
1 0 0 1 355.469 618.72 Tm
(2)Tj
-2.39727 -4.18945 Td
(255)Tj
ET
Q
3530.71 6177.85 71.9141 2.09375 re
f
Q
q
3333.14 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
3662 6258.42 m
3662 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
3662 6258.42 m
3662 6235.45 l
B
q
10 0 0 10 0 0 cm BT
/R182 3.92279 Tf
1 0 0 1 365.002 618.72 Tm
(4)Tj
-2.39727 -4.18945 Td
(255)Tj
ET
Q
3626.05 6177.85 71.918 2.09375 re
f
Q
q
3333.14 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
3757.34 6258.42 m
3757.34 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
3757.34 6258.42 m
3757.34 6235.45 l
B
q
10 0 0 10 0 0 cm BT
/R182 3.92279 Tf
1 0 0 1 374.535 618.72 Tm
(8)Tj
-2.39727 -4.18945 Td
(255)Tj
ET
Q
3721.38 6177.85 71.918 2.09375 re
f
Q
q
3333.14 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
3852.67 6258.42 m
3852.67 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
3852.67 6258.42 m
3852.67 6235.45 l
B
q
10 0 0 10 0 0 cm BT
/R182 3.92279 Tf
1 0 0 1 382.87 618.72 Tm
(16)Tj
-1.19844 -4.18945 Td
(255)Tj
ET
Q
3816.71 6177.85 71.918 2.09375 re
f
Q
q
3333.14 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
3948 6258.42 m
3948 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
3948 6258.42 m
3948 6235.45 l
B
q
10 0 0 10 0 0 cm BT
/R182 3.92279 Tf
1 0 0 1 392.403 618.72 Tm
(32)Tj
-1.19883 -4.18945 Td
(255)Tj
ET
Q
3912.04 6177.85 71.918 2.09375 re
f
Q
q
3333.14 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
4043.34 6258.42 m
4043.34 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
4043.34 6258.42 m
4043.34 6235.45 l
B
q
10 0 0 10 0 0 cm BT
/R182 3.92279 Tf
1 0 0 1 401.936 618.72 Tm
(64)Tj
-1.19883 -4.18945 Td
(255)Tj
ET
Q
4007.38 6177.85 71.918 2.09375 re
f
Q
q
3333.14 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
4138.67 6258.42 m
4138.67 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
4138.67 6258.42 m
4138.67 6235.45 l
B
q
10 0 0 10 0 0 cm BT
/R182 3.92279 Tf
1 0 0 1 410.271 618.72 Tm
(128)Tj
4.18945 TL
(255)'
ET
Q
4102.71 6177.85 71.918 2.09375 re
f
Q
q
3333.14 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
4233.46 6258.42 m
4233.46 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
4233.46 6258.42 m
4233.46 6235.45 l
B
q
10 0 0 10 0 0 cm BT
/R186 5.23039 Tf
1 0 0 1 421.957 617.616 Tm
(1)Tj
ET
Q
3.9375 w
3470.59 6258.42 m
3470.59 6245.29 l
B
3566.13 6258.42 m
3566.13 6245.29 l
B
3661.46 6258.42 m
3661.46 6245.29 l
B
3756.8 6258.42 m
3756.8 6245.29 l
B
3852.13 6258.42 m
3852.13 6245.29 l
B
3947.46 6258.42 m
3947.46 6245.29 l
B
4042.8 6258.42 m
4042.8 6245.29 l
B
4138.13 6258.42 m
4138.13 6245.29 l
B
q
10 0 0 10 0 0 cm BT
/R188 5.23039 Tf
1 0 0 1 378.886 609.586 Tm
<1b>Tj
ET
Q
Q
q
3333.14 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
3333.14 6331.36 m
4276.33 6331.36 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
3333.14 6331.36 m
3310.17 6331.36 l
B
q
10 0 0 10 0 0 cm BT
/R186 5.23039 Tf
1 0 0 1 316.061 631.32 Tm
(0.001)Tj
ET
Q
Q
q
3333.14 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
3333.14 6582.75 m
4276.33 6582.75 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
3333.14 6582.75 m
3310.17 6582.75 l
B
q
10 0 0 10 0 0 cm BT
/R186 5.23039 Tf
1 0 0 1 318.84 656.459 Tm
(0.01)Tj
ET
Q
Q
q
3333.14 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
3333.14 6834.14 m
4276.33 6834.14 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
3333.14 6834.14 m
3310.17 6834.14 l
B
q
10 0 0 10 0 0 cm BT
/R186 5.23039 Tf
1 0 0 1 321.619 681.598 Tm
(0.1)Tj
ET
Q
Q
q
3333.14 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
3333.14 7085.54 m
4276.33 7085.54 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
3333.14 7085.54 m
3310.17 7085.54 l
B
q
10 0 0 10 0 0 cm BT
/R186 5.23039 Tf
1 0 0 1 325.941 706.738 Tm
(1)Tj
ET
Q
3.9375 w
3333.14 6275.59 m
3320.01 6275.59 l
B
3333.14 6292.42 m
3320.01 6292.42 l
B
3333.14 6307 m
3320.01 6307 l
B
3333.14 6319.86 m
3320.01 6319.86 l
B
3333.14 6407.04 m
3320.01 6407.04 l
B
3333.14 6451.31 m
3320.01 6451.31 l
B
3333.14 6482.71 m
3320.01 6482.71 l
B
3333.14 6507.08 m
3320.01 6507.08 l
B
3333.14 6526.98 m
3320.01 6526.98 l
B
3333.14 6543.81 m
3320.01 6543.81 l
B
3333.14 6558.39 m
3320.01 6558.39 l
B
3333.14 6571.25 m
3320.01 6571.25 l
B
3333.14 6658.43 m
3320.01 6658.43 l
B
3333.14 6702.7 m
3320.01 6702.7 l
B
3333.14 6734.11 m
3320.01 6734.11 l
B
3333.14 6758.47 m
3320.01 6758.47 l
B
3333.14 6778.38 m
3320.01 6778.38 l
B
3333.14 6795.21 m
3320.01 6795.21 l
B
3333.14 6809.79 m
3320.01 6809.79 l
B
3333.14 6822.64 m
3320.01 6822.64 l
B
3333.14 6909.82 m
3320.01 6909.82 l
B
3333.14 6954.09 m
3320.01 6954.09 l
B
3333.14 6985.5 m
3320.01 6985.5 l
B
3333.14 7009.86 m
3320.01 7009.86 l
B
3333.14 7029.77 m
3320.01 7029.77 l
B
3333.14 7046.6 m
3320.01 7046.6 l
B
3333.14 7061.18 m
3320.01 7061.18 l
B
3333.14 7074.04 m
3320.01 7074.04 l
B
q
10 0 0 10 0 0 cm BT
/R186 5.23039 Tf
0 1 -1 0 314.754 657.639 Tm
[(Time)-354.16(\(s\))]TJ
ET
Q
Q
q
3333.14 6258.42 943.195 846.195 re W n
6.5625 w
1 j
0.121582 0.466553 0.705078 RG
3376.01 6953.34 m
3376.01 6998.85 l
S
3471.34 6990.15 m
3471.34 7000.83 l
S
3566.67 6994.84 m
3566.67 7010.3 l
S
3662 7006 m
3662 7018.16 l
S
3757.34 7010.01 m
3757.34 7024.84 l
S
3852.67 7017.34 m
3852.67 7031.3 l
S
3948 7019.78 m
3948 7037.32 l
S
4043.34 7012.62 m
4043.34 7041.92 l
S
4138.67 6881.86 m
4138.67 7028.11 l
S
4233.46 6783.41 m
4233.46 7066.15 l
S
Q
q
3346.48 6936.93 59.0625 32.8125 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
0.121582 0.466553 0.705078 RG
3389.13 6953.34 m
3362.88 6953.34 l
B
Q
q
3441.81 6973.75 59.0625 32.8125 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
0.121582 0.466553 0.705078 RG
3484.46 6990.15 m
3458.21 6990.15 l
B
Q
q
3537.14 6978.43 59.0625 32.8125 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
0.121582 0.466553 0.705078 RG
3579.8 6994.84 m
3553.55 6994.84 l
B
Q
q
3632.47 6989.59 59.0625 32.8125 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
0.121582 0.466553 0.705078 RG
3675.13 7006 m
3648.88 7006 l
B
Q
q
3727.8 6993.6 59.0625 32.8125 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
0.121582 0.466553 0.705078 RG
3770.46 7010.01 m
3744.21 7010.01 l
B
Q
q
3823.14 7000.93 59.0625 32.8125 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
0.121582 0.466553 0.705078 RG
3865.79 7017.34 m
3839.54 7017.34 l
B
Q
q
3918.47 7003.38 59.0625 32.8125 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
0.121582 0.466553 0.705078 RG
3961.13 7019.78 m
3934.88 7019.78 l
B
Q
q
4013.8 6996.21 59.0625 32.8125 re W n
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3.28125 w
1 j
0.121582 0.466553 0.705078 RG
4056.46 7012.62 m
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B
Q
q
4109.14 6865.45 59.0625 32.8125 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
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B
Q
q
4203.93 6767 59.0625 32.8125 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
0.121582 0.466553 0.705078 RG
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B
Q
q
3346.48 6982.45 59.0625 32.8125 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
0.121582 0.466553 0.705078 RG
3389.13 6998.85 m
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B
Q
q
3441.81 6984.42 59.0625 32.8125 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
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B
Q
q
3537.14 6993.9 59.0625 32.8125 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
0.121582 0.466553 0.705078 RG
3579.8 7010.3 m
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B
Q
q
3632.47 7001.76 59.0625 32.8125 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
0.121582 0.466553 0.705078 RG
3675.13 7018.16 m
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B
Q
q
3727.8 7008.43 59.0625 32.8125 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
0.121582 0.466553 0.705078 RG
3770.46 7024.84 m
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B
Q
q
3823.14 7014.9 59.0625 32.8125 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
0.121582 0.466553 0.705078 RG
3865.79 7031.3 m
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B
Q
q
3918.47 7020.91 59.0625 32.8125 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
0.121582 0.466553 0.705078 RG
3961.13 7037.32 m
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B
Q
q
4013.8 7025.52 59.0625 32.8125 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
0.121582 0.466553 0.705078 RG
4056.46 7041.92 m
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B
Q
q
4109.14 7011.7 59.0625 32.8125 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
0.121582 0.466553 0.705078 RG
4151.79 7028.11 m
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B
Q
q
4203.93 7049.75 59.0625 32.8125 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
0.121582 0.466553 0.705078 RG
4246.59 7066.15 m
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B
Q
q
3333.14 6258.42 943.195 846.195 re W n
6.5625 w
1 j
1 0.498047 0.0549011 RG
3376.01 6326.1 m
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S
3471.34 6371.14 m
3471.34 6582.34 l
S
3566.67 6296.88 m
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S
3662 6360.17 m
3662 6599.61 l
S
3757.34 6379.82 m
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S
3852.67 6431.09 m
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S
3948 6438.3 m
3948 6610.97 l
S
4043.34 6523.6 m
4043.34 6642.98 l
S
4138.67 6595.54 m
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S
4233.46 6462.54 m
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S
Q
q
3346.48 6309.69 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
3389.13 6326.1 m
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B
Q
q
3441.81 6354.73 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
3484.46 6371.14 m
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B
Q
q
3537.14 6280.48 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
3579.8 6296.88 m
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B
Q
q
3632.47 6343.77 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
3675.13 6360.17 m
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B
Q
q
3727.8 6363.41 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
3770.46 6379.82 m
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B
Q
q
3823.14 6414.69 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
3865.79 6431.09 m
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B
Q
q
3918.47 6421.89 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
3961.13 6438.3 m
3934.88 6438.3 l
B
Q
q
4013.8 6507.2 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
4056.46 6523.6 m
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B
Q
q
4109.14 6579.14 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
4151.79 6595.54 m
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B
Q
q
4203.93 6446.13 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
4246.59 6462.54 m
4220.34 6462.54 l
B
Q
q
3346.48 6543.15 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
3389.13 6559.55 m
3362.88 6559.55 l
B
Q
q
3441.81 6565.94 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
3484.46 6582.34 m
3458.21 6582.34 l
B
Q
q
3537.14 6578.77 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
3579.8 6595.18 m
3553.55 6595.18 l
B
Q
q
3632.47 6583.2 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
3675.13 6599.61 m
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B
Q
q
3727.8 6575.53 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
3770.46 6591.93 m
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B
Q
q
3823.14 6587.01 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
3865.79 6603.42 m
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B
Q
q
3918.47 6594.57 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
3961.13 6610.97 m
3934.88 6610.97 l
B
Q
q
4013.8 6626.58 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
4056.46 6642.98 m
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B
Q
q
4109.14 6708.84 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
4151.79 6725.24 m
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B
Q
q
4203.93 6769.42 59.0625 32.8125 re W n
1 0.498047 0.0549011 rg
3.28125 w
1 j
1 0.498047 0.0549011 RG
4246.59 6785.82 m
4220.34 6785.82 l
B
Q
q
3333.14 6258.42 943.195 846.195 re W n
6.5625 w
1 j
0.172607 0.626953 0.172607 RG
3376.01 6495.2 m
3376.01 6545.75 l
S
3471.34 6514.83 m
3471.34 6558.34 l
S
3566.67 6537.11 m
3566.67 6554.91 l
S
3662 6548.38 m
3662 6565.73 l
S
3757.34 6561.73 m
3757.34 6570.63 l
S
3852.67 6569.02 m
3852.67 6582.04 l
S
3948 6569.35 m
3948 6607.72 l
S
4043.34 6583.61 m
4043.34 6650.19 l
S
4138.67 6642.84 m
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S
4233.46 6578.76 m
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S
Q
q
3346.48 6478.79 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
3389.13 6495.2 m
3362.88 6495.2 l
B
Q
q
3441.81 6498.42 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
3484.46 6514.83 m
3458.21 6514.83 l
B
Q
q
3537.14 6520.7 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
3579.8 6537.11 m
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B
Q
q
3632.47 6531.97 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
3675.13 6548.38 m
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B
Q
q
3727.8 6545.33 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
3770.46 6561.73 m
3744.21 6561.73 l
B
Q
q
3823.14 6552.61 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
3865.79 6569.02 m
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B
Q
q
3918.47 6552.94 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
3961.13 6569.35 m
3934.88 6569.35 l
B
Q
q
4013.8 6567.21 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
4056.46 6583.61 m
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B
Q
q
4109.14 6626.44 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
4151.79 6642.84 m
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B
Q
q
4203.93 6562.36 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
4246.59 6578.76 m
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B
Q
q
3346.48 6529.35 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
3389.13 6545.75 m
3362.88 6545.75 l
B
Q
q
3441.81 6541.93 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
3484.46 6558.34 m
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B
Q
q
3537.14 6538.5 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
3579.8 6554.91 m
3553.55 6554.91 l
B
Q
q
3632.47 6549.32 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
3675.13 6565.73 m
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B
Q
q
3727.8 6554.22 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
3770.46 6570.63 m
3744.21 6570.63 l
B
Q
q
3823.14 6565.63 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
3865.79 6582.04 m
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B
Q
q
3918.47 6591.31 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
3961.13 6607.72 m
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B
Q
q
4013.8 6633.78 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
4056.46 6650.19 m
4030.21 6650.19 l
B
Q
q
4109.14 6685.44 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
4151.79 6701.85 m
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B
Q
q
4203.93 6739.88 59.0625 32.8125 re W n
0.172607 0.626953 0.172607 rg
3.28125 w
1 j
0.172607 0.626953 0.172607 RG
4246.59 6756.29 m
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B
Q
q
3333.14 6258.42 943.195 846.195 re W n
6.5625 w
1 j
0.839844 0.152832 0.156982 RG
3376.01 6395.14 m
3376.01 6406.57 l
S
3471.34 6403.84 m
3471.34 6419.23 l
S
3566.67 6412.1 m
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S
3662 6418.66 m
3662 6437.84 l
S
3757.34 6424.61 m
3757.34 6445.25 l
S
3852.67 6434.41 m
3852.67 6449.22 l
S
3948 6440.26 m
3948 6452.72 l
S
4043.34 6444.36 m
4043.34 6460.86 l
S
4138.67 6445.87 m
4138.67 6457.19 l
S
4233.46 6445.91 m
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S
Q
q
3346.48 6378.74 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
3389.13 6395.14 m
3362.88 6395.14 l
B
Q
q
3441.81 6387.43 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
3484.46 6403.84 m
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B
Q
q
3537.14 6395.69 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
3579.8 6412.1 m
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B
Q
q
3632.47 6402.25 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
3675.13 6418.66 m
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B
Q
q
3727.8 6408.2 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
3770.46 6424.61 m
3744.21 6424.61 l
B
Q
q
3823.14 6418.01 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
3865.79 6434.41 m
3839.54 6434.41 l
B
Q
q
3918.47 6423.85 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
3961.13 6440.26 m
3934.88 6440.26 l
B
Q
q
4013.8 6427.96 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
4056.46 6444.36 m
4030.21 6444.36 l
B
Q
q
4109.14 6429.46 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
4151.79 6445.87 m
4125.54 6445.87 l
B
Q
q
4203.93 6429.5 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
4246.59 6445.91 m
4220.34 6445.91 l
B
Q
q
3346.48 6390.16 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
3389.13 6406.57 m
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B
Q
q
3441.81 6402.82 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
3484.46 6419.23 m
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B
Q
q
3537.14 6413.07 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
3579.8 6429.48 m
3553.55 6429.48 l
B
Q
q
3632.47 6421.44 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
3675.13 6437.84 m
3648.88 6437.84 l
B
Q
q
3727.8 6428.84 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
3770.46 6445.25 m
3744.21 6445.25 l
B
Q
q
3823.14 6432.81 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
3865.79 6449.22 m
3839.54 6449.22 l
B
Q
q
3918.47 6436.32 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
3961.13 6452.72 m
3934.88 6452.72 l
B
Q
q
4013.8 6444.45 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
4056.46 6460.86 m
4030.21 6460.86 l
B
Q
q
4109.14 6440.78 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
4151.79 6457.19 m
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B
Q
q
4203.93 6440.91 59.0625 32.8125 re W n
0.839844 0.152832 0.156982 rg
3.28125 w
1 j
0.839844 0.152832 0.156982 RG
4246.59 6457.32 m
4220.34 6457.32 l
B
Q
q
3333.14 6258.42 943.195 846.195 re W n
6.5625 w
2 J
1 j
0.121582 0.466553 0.705078 RG
3376.01 6978.45 m
3471.34 6995.62 l
3566.67 7002.85 l
3662 7012.25 l
3757.34 7017.67 l
3852.67 7024.54 l
3948 7028.9 l
4043.34 7028.25 l
4138.67 6977.84 l
4233.46 6998.38 l
S
Q
q
3353.04 6955.48 45.9375 45.9375 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
3376.01 6971.89 m
3377.75 6971.89 3379.42 6972.58 3380.65 6973.81 c
3381.88 6975.04 3382.57 6976.71 3382.57 6978.45 c
3382.57 6980.19 3381.88 6981.86 3380.65 6983.09 c
3379.42 6984.32 3377.75 6985.01 3376.01 6985.01 c
3374.27 6985.01 3372.6 6984.32 3371.37 6983.09 c
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3369.45 6976.71 3370.14 6975.04 3371.37 6973.81 c
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h
B
Q
q
3448.37 6972.65 45.9375 45.9375 re W n
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1 j
3471.34 6989.06 m
3473.08 6989.06 3474.75 6989.75 3475.98 6990.98 c
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3474.75 7001.49 3473.08 7002.18 3471.34 7002.18 c
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h
B
Q
q
3543.7 6979.88 45.9375 45.9375 re W n
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3.28125 w
1 j
3566.67 6996.29 m
3568.41 6996.29 3570.08 6996.98 3571.31 6998.21 c
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h
B
Q
q
3639.04 6989.28 45.9375 45.9375 re W n
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3.28125 w
1 j
3662 7005.69 m
3663.75 7005.69 3665.41 7006.38 3666.64 7007.61 c
3667.88 7008.84 3668.57 7010.51 3668.57 7012.25 c
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3655.44 7010.51 3656.13 7008.84 3657.36 7007.61 c
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h
B
Q
q
3734.37 6994.7 45.9375 45.9375 re W n
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3757.34 7011.11 m
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h
B
Q
q
3829.7 7001.57 45.9375 45.9375 re W n
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B
Q
q
3925.03 7005.93 45.9375 45.9375 re W n
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1 j
3948 7022.34 m
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3953.87 7025.5 3954.56 7027.16 3954.56 7028.9 c
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h
B
Q
q
4020.36 7005.28 45.9375 45.9375 re W n
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3.28125 w
1 j
4043.33 7021.69 m
4045.07 7021.69 4046.74 7022.38 4047.97 7023.61 c
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B
Q
q
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1 j
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B
Q
q
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h
B
Q
q
3333.14 6258.42 943.195 846.195 re W n
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2 J
1 j
1 0.498047 0.0549011 RG
3376.01 6496.04 m
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S
Q
q
3347.12 6469.02 57.7813 56.5547 re W n
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3376.01 6509.17 m
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h
B
Q
q
3442.45 6494.38 57.7813 56.5547 re W n
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3471.34 6534.53 m
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h
B
Q
q
3537.79 6499.36 57.7773 56.5547 re W n
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h
B
Q
q
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h
B
Q
q
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h
B
Q
q
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h
B
Q
q
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B
Q
q
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h
B
Q
q
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4138.67 6691.74 m
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B
Q
q
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h
B
Q
q
3333.14 6258.42 943.195 846.195 re W n
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Q
q
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B
Q
q
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B
Q
q
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B
Q
q
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B
Q
q
3727.8 6536.74 59.0625 59.0625 re W n
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1 j
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B
Q
q
3823.14 6546.19 59.0625 59.0625 re W n
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3839.54 6588.84 m
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B
Q
q
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0.172607 0.626953 0.172607 rg
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1 j
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3934.88 6603.34 m
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B
Q
q
4013.8 6592.37 59.0625 59.0625 re W n
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1 j
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B
Q
q
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B
Q
q
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B
Q
q
3333.14 6258.42 943.195 846.195 re W n
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1 j
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3566.67 6421.13 l
3662 6428.67 l
3757.34 6435.42 l
3852.67 6442.07 l
3948 6446.67 l
4043.34 6452.92 l
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S
Q
q
3088.62 6066 2362.5 1134 re W n
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2 J
3333.14 6258.42 m
3333.14 7104.61 l
S
4276.33 6258.42 m
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S
3333.14 6258.42 m
4276.33 6258.42 l
S
3333.14 7104.61 m
4276.33 7104.61 l
S
q
10 0 0 10 0 0 cm BT
/R186 5.23039 Tf
1 0 0 1 341.825 714.399 Tm
[(Av)29.5141(erage)-354.202(time)-354.155(p)-29.5001(er)-354.197(pro)29.5234(x)]TJ
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54.6555 -1.34375 Td
<15>Tj
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<6b016b>Tj
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6.50156 -0.653906 Td
(1)Tj
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(+)Tj
/R184 3.92279 Tf
3.66836 0 Td
<13>Tj
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1.82969 -0.871094 Td
<03>Tj
ET
Q
/R181 gs
1 g
4488.23 6258.42 943.195 846.195 re
f
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
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S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
4531.11 6258.42 m
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B
q
10 0 0 10 0 0 cm BT
/R182 3.92279 Tf
1 0 0 1 449.969 618.72 Tm
(0)Tj
/R184 3.92279 Tf
2.39727 0 Td
(:)Tj
/R182 3.92279 Tf
1.48906 0 Td
(5)Tj
-4.34023 -4.18945 Td
(255)Tj
ET
Q
4495.15 6177.85 71.9141 2.09375 re
f
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
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4626.44 6258.42 m
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S
Q
q
3088.62 6066 2362.5 1134 re W n
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1 j
4626.44 6258.42 m
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B
q
10 0 0 10 0 0 cm BT
/R182 3.92279 Tf
1 0 0 1 461.445 618.72 Tm
(1)Tj
-2.39727 -4.18945 Td
(255)Tj
ET
Q
4590.48 6177.85 71.918 2.09375 re
f
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
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S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
4721.77 6258.42 m
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B
q
10 0 0 10 0 0 cm BT
/R182 3.92279 Tf
1 0 0 1 470.979 618.72 Tm
(2)Tj
-2.39727 -4.18945 Td
(255)Tj
ET
Q
4685.81 6177.85 71.918 2.09375 re
f
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
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S
Q
q
3088.62 6066 2362.5 1134 re W n
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1 j
4817.1 6258.42 m
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B
q
10 0 0 10 0 0 cm BT
/R182 3.92279 Tf
1 0 0 1 480.512 618.72 Tm
(4)Tj
-2.39727 -4.18945 Td
(255)Tj
ET
Q
4781.14 6177.85 71.918 2.09375 re
f
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
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S
Q
q
3088.62 6066 2362.5 1134 re W n
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4912.43 6258.42 m
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B
q
10 0 0 10 0 0 cm BT
/R182 3.92279 Tf
1 0 0 1 490.045 618.72 Tm
(8)Tj
-2.39727 -4.18945 Td
(255)Tj
ET
Q
4876.48 6177.85 71.918 2.09375 re
f
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
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5007.77 6258.42 m
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S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
5007.77 6258.42 m
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B
q
10 0 0 10 0 0 cm BT
/R182 3.92279 Tf
1 0 0 1 498.38 618.72 Tm
(16)Tj
-1.19883 -4.18945 Td
(255)Tj
ET
Q
4971.81 6177.85 71.918 2.09375 re
f
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
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S
Q
q
3088.62 6066 2362.5 1134 re W n
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1 j
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B
q
10 0 0 10 0 0 cm BT
/R182 3.92279 Tf
1 0 0 1 507.913 618.72 Tm
(32)Tj
-1.19883 -4.18945 Td
(255)Tj
ET
Q
5067.14 6177.85 71.918 2.09375 re
f
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
5198.43 6258.42 m
5198.43 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
5198.43 6258.42 m
5198.43 6235.45 l
B
q
10 0 0 10 0 0 cm BT
/R182 3.92279 Tf
1 0 0 1 517.446 618.72 Tm
(64)Tj
-1.19883 -4.18945 Td
(255)Tj
ET
Q
5162.47 6177.85 71.918 2.09375 re
f
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
5293.77 6258.42 m
5293.77 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
5293.77 6258.42 m
5293.77 6235.45 l
B
q
10 0 0 10 0 0 cm BT
/R182 3.92279 Tf
1 0 0 1 525.78 618.72 Tm
(128)Tj
4.18945 TL
(255)'
ET
Q
5257.8 6177.85 71.918 2.09375 re
f
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
5388.56 6258.42 m
5388.56 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
5388.56 6258.42 m
5388.56 6235.45 l
B
q
10 0 0 10 0 0 cm BT
/R186 5.23039 Tf
1 0 0 1 537.466 617.616 Tm
(1)Tj
ET
Q
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
4625.7 6258.42 m
4625.7 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
3.9375 w
1 j
4625.7 6258.42 m
4625.7 6245.29 l
B
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
4721.23 6258.42 m
4721.23 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
3.9375 w
1 j
4721.23 6258.42 m
4721.23 6245.29 l
B
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
4816.57 6258.42 m
4816.57 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
3.9375 w
1 j
4816.57 6258.42 m
4816.57 6245.29 l
B
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
4911.9 6258.42 m
4911.9 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
3.9375 w
1 j
4911.9 6258.42 m
4911.9 6245.29 l
B
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
5007.23 6258.42 m
5007.23 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
3.9375 w
1 j
5007.23 6258.42 m
5007.23 6245.29 l
B
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
5102.56 6258.42 m
5102.56 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
3.9375 w
1 j
5102.56 6258.42 m
5102.56 6245.29 l
B
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
5197.89 6258.42 m
5197.89 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
3.9375 w
1 j
5197.89 6258.42 m
5197.89 6245.29 l
B
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
5293.23 6258.42 m
5293.23 7104.61 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
3.9375 w
1 j
5293.23 6258.42 m
5293.23 6245.29 l
B
q
10 0 0 10 0 0 cm BT
/R188 5.23039 Tf
1 0 0 1 494.395 609.586 Tm
<1b>Tj
ET
Q
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
4488.23 6299.82 m
5431.43 6299.82 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
4488.23 6299.82 m
4465.27 6299.82 l
B
q
10 0 0 10 0 0 cm BT
/R186 5.23039 Tf
1 0 0 1 431.571 628.166 Tm
(1)Tj
/R188 5.23039 Tf
2.77891 0 Td
(:)Tj
/R186 5.23039 Tf
1.54336 0 Td
(000)Tj
ET
Q
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
4488.23 6405.8 m
5431.43 6405.8 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
4488.23 6405.8 m
4465.27 6405.8 l
B
q
10 0 0 10 0 0 cm BT
/R186 5.23039 Tf
1 0 0 1 431.571 638.764 Tm
(1)Tj
/R188 5.23039 Tf
2.77891 0 Td
(:)Tj
/R186 5.23039 Tf
1.54336 0 Td
(005)Tj
ET
Q
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
4488.23 6511.79 m
5431.43 6511.79 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
4488.23 6511.79 m
4465.27 6511.79 l
B
q
10 0 0 10 0 0 cm BT
/R186 5.23039 Tf
1 0 0 1 431.571 649.363 Tm
(1)Tj
/R188 5.23039 Tf
2.77891 0 Td
(:)Tj
/R186 5.23039 Tf
1.54336 0 Td
(010)Tj
ET
Q
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
4488.23 6617.78 m
5431.43 6617.78 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
4488.23 6617.78 m
4465.27 6617.78 l
B
q
10 0 0 10 0 0 cm BT
/R186 5.23039 Tf
1 0 0 1 431.571 659.962 Tm
(1)Tj
/R188 5.23039 Tf
2.77891 0 Td
(:)Tj
/R186 5.23039 Tf
1.54336 0 Td
(015)Tj
ET
Q
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
4488.23 6723.77 m
5431.43 6723.77 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
4488.23 6723.77 m
4465.27 6723.77 l
B
q
10 0 0 10 0 0 cm BT
/R186 5.23039 Tf
1 0 0 1 431.571 670.561 Tm
(1)Tj
/R188 5.23039 Tf
2.77891 0 Td
(:)Tj
/R186 5.23039 Tf
1.54336 0 Td
(020)Tj
ET
Q
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
4488.23 6829.75 m
5431.43 6829.75 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
4488.23 6829.75 m
4465.27 6829.75 l
B
q
10 0 0 10 0 0 cm BT
/R186 5.23039 Tf
1 0 0 1 431.571 681.159 Tm
(1)Tj
/R188 5.23039 Tf
2.77891 0 Td
(:)Tj
/R186 5.23039 Tf
1.54336 0 Td
(025)Tj
ET
Q
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
4488.23 6935.74 m
5431.43 6935.74 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
4488.23 6935.74 m
4465.27 6935.74 l
B
q
10 0 0 10 0 0 cm BT
/R186 5.23039 Tf
1 0 0 1 431.571 691.758 Tm
(1)Tj
/R188 5.23039 Tf
2.77891 0 Td
(:)Tj
/R186 5.23039 Tf
1.54336 0 Td
(030)Tj
ET
Q
Q
q
4488.23 6258.42 943.195 846.195 re W n
[ 12.1406 5.25 ] 0 d
3.28125 w
1 j
0.828125 G
4488.23 7041.73 m
5431.43 7041.73 l
S
Q
q
3088.62 6066 2362.5 1134 re W n
5.25 w
1 j
4488.23 7041.73 m
4465.27 7041.73 l
B
q
10 0 0 10 0 0 cm BT
/R186 5.23039 Tf
1 0 0 1 431.571 702.356 Tm
(1)Tj
/R188 5.23039 Tf
2.77891 0 Td
(:)Tj
/R186 5.23039 Tf
1.54336 0 Td
(035)Tj
ET
Q
Q
q
4488.23 6258.42 943.195 846.195 re W n
6.5625 w
2 J
1 j
0.121582 0.466553 0.705078 RG
4531.11 6363.66 m
4626.44 6319.74 l
4721.77 6307.71 l
4817.1 6302.88 l
4912.43 6301.08 l
5007.77 6300.61 l
5103.1 6299.95 l
5198.43 6299.88 l
5293.77 6299.83 l
5388.56 6299.84 l
S
Q
q
4508.14 6340.7 45.9375 45.9375 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
4531.11 6357.1 m
4532.85 6357.1 4534.52 6357.79 4535.75 6359.02 c
4536.98 6360.25 4537.67 6361.92 4537.67 6363.66 c
4537.67 6365.4 4536.98 6367.07 4535.75 6368.3 c
4534.52 6369.54 4532.85 6370.23 4531.11 6370.23 c
4529.37 6370.23 4527.7 6369.54 4526.46 6368.3 c
4525.23 6367.07 4524.54 6365.4 4524.54 6363.66 c
4524.54 6361.92 4525.23 6360.25 4526.46 6359.02 c
4527.7 6357.79 4529.37 6357.1 4531.11 6357.1 c
h
B
Q
q
4603.47 6296.77 45.9375 45.9375 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
4626.44 6313.18 m
4628.18 6313.18 4629.85 6313.87 4631.08 6315.1 c
4632.31 6316.33 4633 6318 4633 6319.74 c
4633 6321.48 4632.31 6323.15 4631.08 6324.38 c
4629.85 6325.61 4628.18 6326.3 4626.44 6326.3 c
4624.7 6326.3 4623.03 6325.61 4621.8 6324.38 c
4620.57 6323.15 4619.88 6321.48 4619.88 6319.74 c
4619.88 6318 4620.57 6316.33 4621.8 6315.1 c
4623.03 6313.87 4624.7 6313.18 4626.44 6313.18 c
h
B
Q
q
4698.8 6284.75 45.9375 45.9375 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
4721.77 6301.15 m
4723.51 6301.15 4725.18 6301.84 4726.41 6303.07 c
4727.64 6304.3 4728.33 6305.97 4728.33 6307.71 c
4728.33 6309.45 4727.64 6311.13 4726.41 6312.36 c
4725.18 6313.59 4723.51 6314.28 4721.77 6314.28 c
4720.03 6314.28 4718.36 6313.59 4717.13 6312.36 c
4715.9 6311.13 4715.21 6309.45 4715.21 6307.71 c
4715.21 6305.97 4715.9 6304.3 4717.13 6303.07 c
4718.36 6301.84 4720.03 6301.15 4721.77 6301.15 c
h
B
Q
q
4794.13 6279.91 45.9375 45.9375 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
4817.1 6296.32 m
4818.84 6296.32 4820.51 6297.01 4821.74 6298.24 c
4822.97 6299.47 4823.66 6301.14 4823.66 6302.88 c
4823.66 6304.63 4822.97 6306.29 4821.74 6307.52 c
4820.51 6308.75 4818.84 6309.45 4817.1 6309.45 c
4815.36 6309.45 4813.7 6308.75 4812.46 6307.52 c
4811.23 6306.29 4810.54 6304.63 4810.54 6302.88 c
4810.54 6301.14 4811.23 6299.47 4812.46 6298.24 c
4813.7 6297.01 4815.36 6296.32 4817.1 6296.32 c
h
B
Q
q
4889.47 6278.11 45.9375 45.9375 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
4912.44 6294.52 m
4914.18 6294.52 4915.84 6295.21 4917.08 6296.44 c
4918.31 6297.67 4919 6299.34 4919 6301.08 c
4919 6302.82 4918.31 6304.49 4917.08 6305.72 c
4915.84 6306.95 4914.18 6307.64 4912.44 6307.64 c
4910.7 6307.64 4909.03 6306.95 4907.8 6305.72 c
4906.57 6304.49 4905.88 6302.82 4905.88 6301.08 c
4905.88 6299.34 4906.57 6297.67 4907.8 6296.44 c
4909.03 6295.21 4910.7 6294.52 4912.44 6294.52 c
h
B
Q
q
4984.8 6277.64 45.9375 45.9375 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
5007.77 6294.04 m
5009.51 6294.04 5011.18 6294.73 5012.41 6295.96 c
5013.64 6297.2 5014.33 6298.86 5014.33 6300.61 c
5014.33 6302.34 5013.64 6304.02 5012.41 6305.25 c
5011.18 6306.48 5009.51 6307.17 5007.77 6307.17 c
5006.03 6307.17 5004.36 6306.48 5003.13 6305.25 c
5001.9 6304.02 5001.21 6302.34 5001.21 6300.61 c
5001.21 6298.86 5001.9 6297.2 5003.13 6295.96 c
5004.36 6294.73 5006.03 6294.04 5007.77 6294.04 c
h
B
Q
q
5080.13 6276.98 45.9375 45.9375 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
5103.1 6293.39 m
5104.84 6293.39 5106.51 6294.08 5107.74 6295.31 c
5108.97 6296.54 5109.66 6298.21 5109.66 6299.95 c
5109.66 6301.7 5108.97 6303.36 5107.74 6304.59 c
5106.51 6305.82 5104.84 6306.52 5103.1 6306.52 c
5101.36 6306.52 5099.69 6305.82 5098.46 6304.59 c
5097.23 6303.36 5096.54 6301.7 5096.54 6299.95 c
5096.54 6298.21 5097.23 6296.54 5098.46 6295.31 c
5099.69 6294.08 5101.36 6293.39 5103.1 6293.39 c
h
B
Q
q
5175.46 6276.91 45.9375 45.9375 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
5198.43 6293.32 m
5200.17 6293.32 5201.84 6294.01 5203.07 6295.24 c
5204.3 6296.47 5205 6298.14 5205 6299.88 c
5205 6301.62 5204.3 6303.29 5203.07 6304.52 c
5201.84 6305.75 5200.17 6306.45 5198.43 6306.45 c
5196.69 6306.45 5195.02 6305.75 5193.79 6304.52 c
5192.56 6303.29 5191.87 6301.62 5191.87 6299.88 c
5191.87 6298.14 5192.56 6296.47 5193.79 6295.24 c
5195.02 6294.01 5196.69 6293.32 5198.43 6293.32 c
h
B
Q
q
5270.8 6276.86 45.9375 45.9375 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
5293.77 6293.27 m
5295.51 6293.27 5297.18 6293.96 5298.41 6295.19 c
5299.64 6296.42 5300.33 6298.09 5300.33 6299.83 c
5300.33 6301.57 5299.64 6303.24 5298.41 6304.47 c
5297.18 6305.7 5295.51 6306.39 5293.77 6306.39 c
5292.03 6306.39 5290.36 6305.7 5289.13 6304.47 c
5287.89 6303.24 5287.2 6301.57 5287.2 6299.83 c
5287.2 6298.09 5287.89 6296.42 5289.13 6295.19 c
5290.36 6293.96 5292.03 6293.27 5293.77 6293.27 c
h
B
Q
q
5365.59 6276.87 45.9375 45.9375 re W n
0.121582 0.466553 0.705078 rg
3.28125 w
1 j
5388.56 6293.27 m
5390.3 6293.27 5391.97 6293.96 5393.2 6295.2 c
5394.43 6296.43 5395.12 6298.1 5395.12 6299.84 c
5395.12 6301.58 5394.43 6303.25 5393.2 6304.48 c
5391.97 6305.71 5390.3 6306.4 5388.56 6306.4 c
5386.82 6306.4 5385.15 6305.71 5383.92 6304.48 c
5382.69 6303.25 5382 6301.58 5382 6299.84 c
5382 6298.1 5382.69 6296.43 5383.92 6295.2 c
5385.15 6293.96 5386.82 6293.27 5388.56 6293.27 c
h
B
Q
q
4488.23 6258.42 943.195 846.195 re W n
6.5625 w
2 J
1 j
1 0.498047 0.0549011 RG
4531.11 7066.15 m
4626.44 6686.24 l
4721.77 6546.29 l
4817.1 6457.64 l
4912.43 6424.71 l
5007.77 6349.97 l
5103.1 6320.16 l
5198.43 6305.86 l
5293.77 6300.46 l
5388.56 6299.86 l
S
Q
q
4502.22 7039.13 57.7773 56.5586 re W n
1 0.498047 0.0549011 rg
3.28125 w
2 j
4531.11 7079.28 m
4528.16 7070.21 l
4518.63 7070.21 l
4526.34 7064.6 l
4523.39 7055.53 l
4531.11 7061.14 l
4538.82 7055.53 l
4535.88 7064.6 l
4543.59 7070.21 l
4534.05 7070.21 l
h
B
Q
q
4597.55 6659.21 57.7773 56.5586 re W n
1 0.498047 0.0549011 rg
3.28125 w
2 j
4626.44 6699.36 m
4623.49 6690.29 l
4613.96 6690.29 l
4621.67 6684.69 l
4618.72 6675.62 l
4626.44 6681.22 l
4634.15 6675.62 l
4631.21 6684.69 l
4638.92 6690.29 l
4629.39 6690.29 l
h
B
Q
q
4692.88 6519.26 57.7773 56.5586 re W n
1 0.498047 0.0549011 rg
3.28125 w
2 j
4721.77 6559.41 m
4718.82 6550.34 l
4709.29 6550.34 l
4717 6544.74 l
4714.05 6535.67 l
4721.77 6541.27 l
4729.48 6535.67 l
4726.54 6544.74 l
4734.25 6550.34 l
4724.72 6550.34 l
h
B
Q
q
4788.21 6430.62 57.7773 56.5547 re W n
1 0.498047 0.0549011 rg
3.28125 w
2 j
4817.1 6470.77 m
4814.16 6461.7 l
4804.62 6461.7 l
4812.34 6456.1 l
4809.39 6447.03 l
4817.1 6452.63 l
4824.82 6447.03 l
4821.87 6456.1 l
4829.59 6461.7 l
4820.05 6461.7 l
h
B
Q
q
4883.55 6397.69 57.7773 56.5586 re W n
1 0.498047 0.0549011 rg
3.28125 w
2 j
4912.44 6437.84 m
4909.49 6428.77 l
4899.95 6428.77 l
4907.67 6423.16 l
4904.72 6414.09 l
4912.44 6419.7 l
4920.15 6414.09 l
4917.2 6423.16 l
4924.92 6428.77 l
4915.38 6428.77 l
h
B
Q
q
4978.88 6322.94 57.7773 56.5586 re W n
1 0.498047 0.0549011 rg
3.28125 w
2 j
5007.77 6363.09 m
5004.82 6354.02 l
4995.29 6354.02 l
5003 6348.42 l
5000.05 6339.35 l
5007.77 6344.95 l
5015.48 6339.35 l
5012.54 6348.42 l
5020.25 6354.02 l
5010.71 6354.02 l
h
B
Q
q
5074.21 6293.13 57.7773 56.5547 re W n
1 0.498047 0.0549011 rg
3.28125 w
2 j
5103.1 6333.28 m
5100.15 6324.21 l
5090.62 6324.21 l
5098.33 6318.61 l
5095.39 6309.54 l
5103.1 6315.14 l
5110.82 6309.54 l
5107.87 6318.61 l
5115.58 6324.21 l
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4488.23 6258.42 943.195 846.195 re W n
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5103.1 6300.61 l
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5431.43 6258.42 m
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4488.23 6258.42 m
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ET
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ET
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[(criteria,)-246.988(we)-248.004(selec)0.996904(ted)-247.995(DeepLabV3+)-247.009(ResNet-50,)-247.003(ResNet-101)]TJ
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[(model)-250.012(DeepLabV3)-249.986(ResNet-50)-250.01(DDC-A)110.981(T)-249.993(from)-249.988([)]TJ
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(41)Tj
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[(F)14.9905(or)-260.013(white-box)-259.005(attacks,)-263.993(most)-259.015(attack)-260(algorithms)-258.997(compute)]TJ
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11.9551 TL
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[(2)-166.987(048)]TJ
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7.74883 0 Td
[(1)-166.987(024)]TJ
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[(of)-301.99(memory)-302.995(per)-302.014(gradient)-302.987(compu-)]TJ
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[(tation)-259.985(on)]TJ
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[(2)-166.987(048)]TJ
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[(images.)-347.992(Therefore,)-263.004(we)-259.982(refrain)-260.003(from)]TJ
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[(doing)-255.006(e)16(xperiments)-255.014(on)-255.011(models)-254.014(requiring)-254.994(more)-254.999(than)]TJ
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11.9559 TL
T*[(and)-324.986(then)-324.987(resizing)-323.998(this)-324.985(se)14.9893(gmentation)-324.993(to)-325.006(the)-324.994(original)-324.989(image)]TJ
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T*[(size)-255.002(and)-253.987(compute)-254.999(the)-253.993(performance)-254.995(metrics.)-332.016(In)-254.016(our)-255.008(conte)14.9941(xt,)]TJ
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[(Appendix)-266.985(D)]TJ
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810.797 7037.1 m
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1901.27 6996.7 m
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0 G
2738.85 6994.68 m
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810.797 6042.19 2001.79 1011.06 re W n
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810.797 7052.24 m
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1936.09 6607.82 l
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2004.3 6438.13 l
2006.2 6428.03 l
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q
1717.64 6904.79 80.7656 80.7656 re W n
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0 G
1758.02 6960.32 m
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q
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0 G
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0 G
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q
810.797 6042.19 2001.79 1011.06 re W n
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1945.7 6949.21 l
1980.3 6947.2 l
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Q
q
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962 7054 l
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h
W n
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0 G
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W n
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0 G
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1964.07 6904.79 80.7695 80.7656 re W n
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0 G
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0 G
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810.797 6042.19 2001.79 1011.06 re W n
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0 G
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[(DeepLabV3+)-354.188(ResNet-50)-354.196(-)-354.17(Un)29.5334(targeted)]TJ
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q
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[(ALMA)-472.19(pro)34.724(x)]TJ
ET
Q
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q
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[(Figure)-494.018(3.)-1049(Percentage)-493.992(of)-493.011(unsuccessful)-494.008(untar)18.0188(geted)-494.011(attacks)-493.013(for)]TJ
10.959 TL
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[(ear)-249.987(on)-249.978([0,)]TJ
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36.3488 1.94609 Td
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1.96523 -1.94609 Td
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[(])-249.993(and)-249.997(log)5.01955(arithmic)-249.995(on)-249.978([)]TJ
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78.15 1.94609 Td
(2)Tj
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1.96484 -1.94609 Td
(/)Tj
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1.98125 0 Td
(255)Tj
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8.96602 0 Td
[(,)-250(1].)]TJ
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[(our)-335.003(e)15.0055(xperiments,)-356.983(we)-335.018(compute)-334.993(a)-334.993(tar)17.9949(get)-334.988(label)-335.012(based)-334.984(on)-334.996(the)]TJ
11.9547 TL
T*[(majority)-358.01(label)-357(for)-358.006(each)-356.985(pix)14.0043(el)-356.982(o)13.9983(v)14.9977(er)-356.989(the)-358.014(whole)-357.992(training)-357.01(set.)]TJ
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[(This)-385(produces)-385.989(a)-385.004(more)-385(natural)-385.987(looking)-384.987(se)14.9893(gmentation,)-420.994(b)19.9962(ut)]TJ
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[(the)-249.99(structure.)-310.009(This)-250.015(tar)17.997(get)-249.99(is)-249.984(pro)14.9852(vided)-250.018(in)]TJ
ET
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0 0.890625 0.939453 0.280029 k
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1 0 0 1 207.551 438.643 Tm
[(Appendix)-250.005(E)]TJ
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
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(.)Tj
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/R31 9.9626 Tf
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[(F)14.9905(or)-392.017(the)-391.995(minimization)-391.995(attacks,)-429.017(we)-391.987(s)0.982631(et)-392(a)-392(500)-391.995(iterations)]TJ
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[(b)19.9956(udget,)-253.016(corresponding)-253.012(to)-252.004(a)]TJ
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[<18>-0.800112]TJ
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7.74883 0 Td
(24)Tj
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[(hours)-252.982(run-time)-252.982(to)-252.997(attack)-252.004(the)]TJ
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[(entire)-249.99(v)24.9811(alidation)-250.001(set)-249.989(of)-249.996(Cityscapes)-250(with)-250.015(the)-249.99(lar)17.997(gest)-249.983(model.)]TJ
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1.013 0 0 1 50.1121 350.26 Tm
[(D)35.0077(A)54.0124(G)]TJ
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31.0869 0 Td
[(The)-246.995(main)-246.997(baseline)-246.985(in)-247.012(our)-247.017(e)14.9828(xperiments)-247.009(is)-247.002(D)40(A)38.9938(G)-247.005([)]TJ
ET
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1 0 1 0 k
q
10 0 0 10 0 0 cm BT
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1.013 0 0 1 272.132 350.26 Tm
(39)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
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1.013 0 0 1 282.225 350.26 Tm
(].)Tj
0.982 0 0 1 49.6441 338.305 Tm
[(W)81(e)-254.018(report)-254.984(results)-253.982(with)-255.007(tw)9.98945(o)-254.995(step-sizes)-253.995(\(0.003)-254.992(and)-254.011(0.0)-1.01816(01\))-254.011(such)]TJ
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[(that)-251.013(the)-250.017(lar)17.9871(ger)-251.014(does)-250.01(not)-250.999(f)9.987(ail)-250.988(to)-249.989<026e64>-251.01(adv)15.0138(ersarial)-250.003(perturbations,)]TJ
1.006 0 0 1 49.7531 314.395 Tm
[(while)-250.008(the)-250.019(smaller)-249.012<026e6473>-250.011(smaller)-249.986(perturbations)-250.007(for)-248.998(some)-250.007(sam-)]TJ
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[(ples,)-249.981(b)20.0016(ut)-249.985(f)9.99527(ails)-249.982(on)-249.988(others.)]TJ
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/R31 9.9626 Tf
76.249 0 Td
[(As)-251.993(mentioned)-253.002(in)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
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0.988 0 0 1 193.048 275.863 Tm
[(Section)-253.009(2)]TJ
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
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0.988 0 0 1 229.989 275.863 Tm
[(,)-251.98(we)-252.989(can)-251.997(adapt)]TJ
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[(some)-248.991(attacks)-248.019(originally)-248.994(designed)-248.012(for)-249.016<636c6173736902636174696f6e2e>-309.017(W)79.99(e)-248.996(con-)]TJ
0.98 0 0 1 50.1121 251.953 Tm
[(sider)-206.981(I-FGSM)-207.999([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
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0.98 0 0 1 109.483 251.953 Tm
(27)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
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0.98 0 0 1 119.246 251.953 Tm
[(])-207.006(and)-207.985(MI-FGSM)-207.006([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
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0.98 0 0 1 187.687 251.953 Tm
(22)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
0.98 0 0 1 197.45 251.953 Tm
[(])-207.006(with)-207.983(20)-207(iterations)-207.996(and)]TJ
0.988 0 0 1 50.1121 239.997 Tm
[(use)-251.994(a)-252.994(13)-251.994(steps)-253.018(binary)-251.986(search)-251.993(on)-252.987(the)]TJ
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1 0 0 1 189.168 239.997 Tm
[(`)-0.699638]TJ
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4.15117 -1.49375 Td
[(1)-0.899712]TJ
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0.988 0 0 1 201.76 239.997 Tm
[(-norm,)-252.997(yieldi)1.01198(ng)-252.987(an)-251.997(er)20.0014(-)]TJ
-153.49 -11.9547 Td
[(ror)-252.99(of)]TJ
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(2)Tj
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4.98086 3.61563 Td
[<00>-0.899712]TJ
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6.22695 0 Td
[(1)-0.500618(3)-0.499743]TJ
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[<19>-0.800112]TJ
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10.5172 0 Td
(10)Tj
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[(4)-0.500618]TJ
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[(,)-253.012(to)-252.987<026e64>-253.018(the)-252.986(smallest)-253.007(norm)-254.011(for)-252.989(which)-253.017(the)]TJ
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0.98 0 0 1 50.1121 204.132 Tm
[(PGD)-241.002(attack)-241.013([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
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0.98 0 0 1 100.911 204.132 Tm
(29)Tj
ET
Q
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q
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0.98 0 0 1 110.674 204.132 Tm
[(])-241.014(with)-239.991(a)-241(binary)-241.012(search.)-312.007(These)-240.013(v)25.0083(ariants)-240.999(use)-241.006(the)]TJ
0.993 0 0 1 50.1121 192.177 Tm
[(Cross-Entrop)9.99354(y)-249.988(\(CE\))-251(or)-250.997(the)-249.982(DLR)-250.992(loss)-249.99(from)-251.002([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
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0.993 0 0 1 222.337 192.177 Tm
(21)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
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0.993 0 0 1 232.23 192.177 Tm
[(],)-249.988(in)-250.992(combina-)]TJ
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[(tion)-220.014(with)-219.986(40)-220.004(steps)-219.998(or)-220.005(10)-220.005(steps)-219.998(with)-220.987(3)-220.008(random)-220.004(restarts)-220.004(\(totaling)]TJ
1.02 0 0 1 49.7629 168.266 Tm
[(40)-293.017(steps\).)]TJ
ET
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(2)Tj
ET
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[(W)78.0159(e)-292.017(also)-292.989(adapt)-292.99(the)]TJ
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[(1)-0.899712]TJ
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[(v)24.9922(ariant)-293.007(of)-292.995(FMN)-292.99([)]TJ
ET
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1 0 1 0 k
q
10 0 0 10 0 0 cm BT
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(34)Tj
ET
Q
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[(])-293.002(by)]TJ
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[(m)-0.401894]TJ
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1.017 0 0 1 242.22 156.311 Tm
[(and)-246.002(testing)]TJ
1.01 0 0 1 50.1121 144.356 Tm
(if)Tj
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1 0 0 1 58.7488 144.356 Tm
[(AP)-0.60039(S)-0.599777(R)-0.100473]TJ
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29.8883 0 Td
[<15>-0.799499]TJ
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[(as)-246.998(the)-247.993(binary)-247.018(decision)-247.998(for)-247.005(the)-246.984(projection)-247.991(step.)]TJ
1.02 0 0 1 49.6441 132.401 Tm
[(W)78.0159(e)-282.984(use)]TJ
/R37 9.9626 Tf
1 0 0 1 82.2629 132.401 Tm
[<0b>-0.700251]TJ
/R43 9.9626 Tf
9.9043 0 Td
[(=)-351.792(10)]TJ
/R31 9.9626 Tf
1.02 0 0 1 116.256 132.401 Tm
[(in)-283.991(FMN)-282.995(\(see)-283.994(section)-284.012(3.1)-283(of)-284([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 233.178 132.401 Tm
(34)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 243.34 132.401 Tm
[(]\).)-419.994(Finally)63.9887(,)]TJ
1.015 0 0 1 49.7531 120.446 Tm
[(we)-246.997(modify)-246.998(the)-246.006(PDPGD)-246.998(attack)-247.009([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.015 0 0 1 176.255 120.446 Tm
(30)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.015 0 0 1 186.367 120.446 Tm
[(])-246.986(to)-245.996(tak)9.99302(e)-247.008(into)-247.003(account)-246.998(the)]TJ
1.003 0 0 1 50.1121 108.491 Tm
[(constraint)-250.01(masking)-249.984(strate)15.0088(gies.)-310.983(W)79.0144(e)-249.997(pro)15.0174(vide)-249.99(the)-250.005(details)-250.017(of)-250.002(the)]TJ
ET
Q
3.98 w
0 G
501.121 1001.2 m
1446.11 1001.2 l
S
q
10 0 0 10 0 0 cm BT
/R31 5.9776 Tf
1 0 0 1 60.9711 93.277 Tm
(2)Tj
/R31 7.9701 Tf
1.02 0 0 1 64.4578 90.4648 Tm
[(Gi)25.0117(v)14.0194(en)-252.02(the)-253(poor)-251.998(performance)-251.994(of)-252.985(these)-251.991(attacks)-253.003(on)-252(the)-251.991(re)14.0097(gularly)-252.021(trained)]TJ
1 0 0 1 50.1121 81 Tm
[(models,)-249.984(we)-249.986(do)-249.984(not)-249.976(e)25.0019(v)24.982(aluate)-249.985(them)-250.011(on)-249.984(the)-250.005(rob)19.9874(ust)-250.014(model)-250.025(from)-249.991([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 242.143 81 Tm
(41)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 250.114 81 Tm
(].)Tj
/R31 9.9626 Tf
1.001 0 0 1 308.862 710.037 Tm
[<6d6f646902636174696f6e732c>-249.983(as)-248.991(well)-250.012(as)-250.01(an)-248.999(ablation)-249.988(study)-249.983(on)-249.993(the)-248.989(impact)-249.983(of)]TJ
1.02 0 0 1 308.862 698.082 Tm
[(these)-305.007(strate)13.9947(gies)-304.981(in)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 385.188 698.082 Tm
[(Appendix)-306.004(F)]TJ
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 434.026 698.082 Tm
[(.)-485.016(W)79.0141(e)-306.009(could)-304.99(not)-305.01(include)-306.014(the)]TJ
0.98 0 0 1 308.862 686.127 Tm
[(Houdini)-243.982(attack)-244.014([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
0.98 0 0 1 372.197 686.127 Tm
(13)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
0.98 0 0 1 381.96 686.127 Tm
[(])-244.014(as)-244.012(no)-244.009(public)-244.002(implementation)-244.002(is)-244.012(a)19.9797(v)26.0111(ailable.)]TJ
/R29 9.9626 Tf
1.02 0 0 1 308.862 660.291 Tm
[(ALMA)-323.982(pr)18.0021(ox)]TJ
/R31 9.9626 Tf
63.1775 0 Td
[(F)14.9917(or)-324.016(our)-324.009(attack,)-343.008(we)-323.985(use)-324.009(an)-323.994(initi)1.00425(al)-324(step-size)]TJ
/R37 9.9626 Tf
1 0 0 1 308.862 648.335 Tm
[<15>-0.29897]TJ
/R47 6.9738 Tf
5.81211 3.61602 Td
[(\()-0.402595(0)-0.500618(\))-0.399094]TJ
/R43 9.9626 Tf
14.0348 -3.61602 Td
[(=)-335.794(10)]TJ
/R39 6.9738 Tf
21.05 3.61602 Td
[<00>-0.899712]TJ
/R47 6.9738 Tf
6.22695 0 Td
[(3)-0.500618]TJ
/R31 9.9626 Tf
1.02 0 0 1 363.255 648.335 Tm
[(and)-275.014(decay)-275.985(it)-275.002(to)]TJ
/R37 9.9626 Tf
1 0 0 1 426.379 648.335 Tm
[<15>-0.29897]TJ
/R47 6.9738 Tf
5.81211 3.61602 Td
[(\()-0.399094]TJ
/R41 6.9738 Tf
3.11289 0 Td
[(N)-0.903213]TJ
/R47 6.9738 Tf
7.0582 0 Td
[(\))-0.399094]TJ
/R43 9.9626 Tf
6.95078 -3.61602 Td
[(=)-335.797(10)]TJ
/R39 6.9738 Tf
21.0512 3.61602 Td
[<00>-0.903213]TJ
/R47 6.9738 Tf
6.22617 0 Td
[(4)-0.497117]TJ
/R31 9.9626 Tf
1.02 0 0 1 481.06 648.335 Tm
[(.)-394.989(W)38.9977(ith)-274.997(a)-275.987(b)19.9938(udget)]TJ
0.99 0 0 1 308.862 636.38 Tm
[(of)-253.013(500)-253.005(i)1.00251(terations,)-253.013(we)-253.015(set)]TJ
/R37 9.9626 Tf
1 0 0 1 405.97 636.38 Tm
[<0b>-0.700863]TJ
/R43 9.9626 Tf
9.18203 0 Td
[(=)-278.787(0)]TJ
/R37 9.9626 Tf
15.502 0 Td
[(:)-0.803787]TJ
/R43 9.9626 Tf
2.76719 0 Td
(8)Tj
/R31 9.9626 Tf
0.99 0 0 1 438.402 636.38 Tm
[(,)-252.988(compared)-253.013(to)-252.013(0.9)-253.018(for)-253.013(1)-167.98(000)]TJ
0.98 0 0 1 308.862 624.425 Tm
[(iterations)-238.003(in)-236.998([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
0.98 0 0 1 360.686 624.425 Tm
(35)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
0.98 0 0 1 370.449 624.425 Tm
[(].)-311.008(W)82(e)-237.998(set)-237.995(the)]TJ
/R37 9.9626 Tf
1 0 0 1 421.67 624.425 Tm
[<16>-0.602841]TJ
/R47 6.9738 Tf
6.00312 3.61484 Td
[(\()-0.399094(0)-0.497117(\))-0.406096]TJ
/R43 9.9626 Tf
13.4629 -3.61484 Td
[(=)-0.803787]TJ
/R153 9.9626 Tf
10.516 0 Td
(1)Tj
/R41 6.9738 Tf
5.72891 -1.49414 Td
[(d)-0.700165]TJ
/R31 9.9626 Tf
0.98 0 0 1 464.347 624.425 Tm
(and)Tj
/R37 9.9626 Tf
1 0 0 1 480.765 624.425 Tm
<1a>Tj
/R47 6.9738 Tf
5.15078 3.61484 Td
[(\()-0.399094(0)-0.497117(\))-0.406096]TJ
/R43 9.9626 Tf
13.4641 -3.61484 Td
[(=)-278.787(0)]TJ
/R37 9.9626 Tf
15.4969 0 Td
[(:)-0.803787]TJ
/R43 9.9626 Tf
2.76719 0 Td
(01)Tj
/R45 9.9626 Tf
11.5469 0 Td
[<01>-0.803787]TJ
/R153 9.9626 Tf
4.35117 0 Td
(1)Tj
/R41 6.9738 Tf
5.72891 -1.49414 Td
[(d)-0.700165]TJ
/R31 9.9626 Tf
0.98 0 0 1 543.916 624.425 Tm
(,)Tj
0.988 0 0 1 308.862 612.47 Tm
[(the)-251.995(penalty)-251.982(parameter)-251.985(increase)-251.992(rate)]TJ
/R37 9.9626 Tf
1 0 0 1 448.629 612.47 Tm
[(\r)-0.695962]TJ
/R43 9.9626 Tf
8.47813 0 Td
[(=)-278.787(2)]TJ
/R31 9.9626 Tf
0.988 0 0 1 475.086 612.47 Tm
[(and)-251.992(the)-251.992(constraint)]TJ
1 0 0 1 308.862 600.515 Tm
[(scale)-249.997(adjustment)-249.99(rate)-250.002(to)]TJ
/R37 9.9626 Tf
96.2867 0 Td
[(\r)-0.695962]TJ
/R41 6.9738 Tf
5.1582 -1.49492 Td
[(w)-0.399094]TJ
/R43 9.9626 Tf
9.2168 1.49492 Td
[(=)-278.787(0)]TJ
/R37 9.9626 Tf
15.4973 0 Td
[(:)-0.803787]TJ
/R43 9.9626 Tf
2.76797 0 Td
(02)Tj
/R31 9.9626 Tf
9.96211 0 Td
(.)Tj
/R29 11.9552 Tf
-138.889 -22.3789 Td
[(6.)-249.991(Results)]TJ
/R29 9.9626 Tf
1.018 0 0 1 308.862 559.207 Tm
[(P)20.0138(erturbation)-244.01(size)]TJ
/R31 9.9626 Tf
82.8516 0 Td
[(F)15.0067(or)-244.02(each)-244.003(dat)1.01104(aset,)-244.003(model,)-243.993(and)-243.998(scenario)]TJ
1.02 0 0 1 308.533 547.252 Tm
[(\(untar)18(geted)-250.014(and)-249.99(tar)17.9949(geted\),)-252(we)-248.988(plot)-250.002(the)-249.997(attack)-250.006(f)9.98488(ailure)-249.992(rate)-249.997(as)]TJ
0.32284 -11.9559 Td
[(a)-277.986(function)-277.008(of)-278.003(the)-276.982(perturbation)-277.996(size.)-401.014(This)-277.981(f)9.98488(ailure)-278.015(rate)-276.982(corre-)]TJ
11.9551 TL
T*[(sponds)-302.994(to)-303.018(the)-303.006(fraction)-303.001(of)-302.987(samples)-303.016(for)-302.996(which)-303.986(an)-303.006(attack)-303.016(has)]TJ
/R35 9.9626 Tf
0.993 0 0 1 308.862 511.386 Tm
(not)Tj
/R31 9.9626 Tf
15.424 0 Td
[(found)-252(an)-252.016(adv)15.0193(ersarial)-252.012(e)14.9897(xample)-252.002(with)]TJ
/R43 9.9626 Tf
1 0 0 1 463.272 511.386 Tm
[(AP)-0.597939(S)-0.597939(R)-0.102924]TJ
/R45 9.9626 Tf
29.893 0 Td
[<15>-0.803787]TJ
/R43 9.9626 Tf
10.5223 0 Td
[(99%)-0.303871]TJ
/R31 9.9626 Tf
0.993 0 0 1 521.952 511.386 Tm
[(.)-312.987(This)]TJ
1.02 0 0 1 308.862 499.431 Tm
[(kind)-245.999(of)-245.982(plot)-246.006(can)-244.985(be)-245.997(interpreted)-246.013(in)-246.013(tw)10.0089(o)-246.013(w)10.0089(ays:)-305.98(model-centric)]TJ
T*[(and)-273.015(attack-centric.)-387.993(In)-274.005(a)-272.989(model-centric)-273.018(analysis,)-280.009(a)-272.989(more)-272.984(ro-)]TJ
0.98 0 0 1 308.862 475.521 Tm
[(b)20.0072(ust)-233.007(model)-232.997(will)-233.017(require)-232.994(lar)19(ger)-232.994(perturbations)-233.004(to)-232.994(be)-232.994(fooled,)-237.99(and)]TJ
1.003 0 0 1 308.862 463.565 Tm
[(therefore,)-249.985(correspond)-250.017(to)-250(a)-249.997(curv)15.0113(e)-249.997(to)25.0139(w)9.98308(ards)-250.012(the)-250.002(upper)-250.017(right.)-311.005(In)]TJ
0.987 0 0 1 308.862 451.61 Tm
[(an)-253.012(attac)0.995622(k-centric)-252.982(analysis,)-252.987(a)-251.994(stronger)-253.017(attack)-252.004(will)-252.982<026e64>-251.989(smaller)]TJ
1 0 0 1 308.862 439.655 Tm
[(perturbations,)-249.997(and)-249.993(ha)19.9967(v)14.9828(e)-250.002(a)-250.002(curv)15.0171(e)-250.002(to)24.986(w)10.0032(ards)-249.993(the)-249.988(lo)24.986(wer)-250.002(left.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 320.817 427.7 Tm
[(Figure)-541.992(3)]TJ
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.02 0 0 1 363.456 427.7 Tm
[(sho)24.9838(ws)-542.011(this)-543.018(plot)-541.994(for)-541.98(untar)17.0098(geted)-542.009(attacks)-542.014(on)]TJ
0.993 0 0 1 308.862 415.745 Tm
[(Cityscapes)-251.982(with)-251.992(DeepLabV3+)-252.016(ResNet-50.)-311.995(T)80.9848(o)-252.002(impro)15.0094(v)15(e)-252.012(read-)]TJ
1.019 0 0 1 308.862 403.79 Tm
[(ability)64.0082(,)-244.983(we)-245.99(use)-244.985(a)-244.987(linear)-245.007(scale)-246.005(on)]TJ
/R43 9.9626 Tf
1 0 0 1 437.566 403.79 Tm
[([)-0.803787(0)]TJ
/R37 9.9626 Tf
7.74883 0 Td
[(;)-0.803787]TJ
/R47 6.9738 Tf
4.42812 2.04219 Td
[(2)-0.497117]TJ
/R37 9.9626 Tf
2.86406 -2.04219 Td
(=)Tj
/R47 6.9738 Tf
4.42812 0 Td
[(2)-0.497117(5)-0.497117(5)-0.497117]TJ
/R43 9.9626 Tf
11.9141 0 Td
[(])-0.803787]TJ
/R31 9.9626 Tf
1.019 0 0 1 474.206 403.79 Tm
[(and)-244.995(a)-244.99(log)3.9921(arithmi)0.99081(c)]TJ
1.005 0 0 1 308.862 391.834 Tm
[(scale)-248.99(on)]TJ
/R43 9.9626 Tf
1 0 0 1 343.867 391.834 Tm
[([)-0.798886]TJ
/R47 6.9738 Tf
2.76797 2.04297 Td
[(2)-0.500618]TJ
/R37 9.9626 Tf
2.86406 -2.04297 Td
(=)Tj
/R47 6.9738 Tf
4.42773 0 Td
[(2)-0.500618(5)-0.500618(5)-0.500618]TJ
/R37 9.9626 Tf
11.9141 0 Td
[(;)-0.798886]TJ
/R43 9.9626 Tf
4.42812 0 Td
[(1])-0.798886]TJ
/R31 9.9626 Tf
1.005 0 0 1 378.017 391.834 Tm
[(.)-308.019(Here,)-249.007(D)39.9943(A)39.9943(G)-248.983(needs)-249.007(a)-247.993(norm)-249.002(of)]TJ
/R47 6.9738 Tf
1 0 0 1 498.111 393.877 Tm
[(8)-0.497117]TJ
/R37 9.9626 Tf
2.86523 -2.04297 Td
(=)Tj
/R47 6.9738 Tf
4.42695 0 Td
[(2)-0.497117(5)-0.497117(5)-0.497117]TJ
/R31 9.9626 Tf
1.005 0 0 1 519.806 391.834 Tm
[(to)-249.007(suc-)]TJ
1.02 0 0 1 308.862 379.879 Tm
[(cessfully)-262.009(fool)]TJ
/R45 9.9626 Tf
1 0 0 1 366.691 379.879 Tm
[<18>-0.798886]TJ
/R43 9.9626 Tf
7.74883 0 Td
[(75%)-0.29897]TJ
/R31 9.9626 Tf
1.02 0 0 1 395.371 379.879 Tm
[(of)-262.012(the)-262.99(samples)-262(\(with)]TJ
/R43 9.9626 Tf
1 0 0 1 481.112 379.879 Tm
[(AP)-0.597939(S)-0.597939(R)-0.102924]TJ
/R45 9.9626 Tf
30.2141 0 Td
[<15>-0.803787]TJ
/R43 9.9626 Tf
10.8418 0 Td
[(99%)-0.303871]TJ
/R31 9.9626 Tf
1.02 0 0 1 540.433 379.879 Tm
(\),)Tj
-227.03 -11.9551 Td
(and)Tj
/R47 6.9738 Tf
1 0 0 1 326.115 369.966 Tm
[(2)-0.500618(4)-0.500618]TJ
/R37 9.9626 Tf
6.83633 -2.04219 Td
(=)Tj
/R47 6.9738 Tf
4.42773 0 Td
[(2)-0.500618(5)-0.500618(5)-0.500618]TJ
/R31 9.9626 Tf
1.02 0 0 1 351.872 367.924 Tm
[(to)-254.007(fool)-254.009(99%)-254.002(of)-254.014(the)-252.995(samples.)-331.019(In)-253.014(contrast,)-256.013(ALMA)]TJ
/R43 9.9626 Tf
1 0 0 1 308.862 355.969 Tm
[(p)-0.60039(r)-0.698413(o)28.0076(x)-0.798886]TJ
/R31 9.9626 Tf
0.991 0 0 1 331.239 355.969 Tm
[<026e6473>-250.989(adv)14.9829(ersarial)-250.982(perturbations)-251.017(with)]TJ
/R37 9.9626 Tf
1 0 0 1 473.175 355.969 Tm
[(`)-0.700863]TJ
/R39 6.9738 Tf
4.15117 -1.49531 Td
[(1)-0.903213]TJ
/R31 9.9626 Tf
0.991 0 0 1 485.767 355.969 Tm
[(-norms)-250.992(smaller)]TJ
0.983 0 0 1 308.862 344.014 Tm
(than)Tj
/R47 6.9738 Tf
1 0 0 1 328.224 346.056 Tm
[(0)-0.500618]TJ
/R41 6.9738 Tf
3.97109 0 Td
[(:)-0.301071]TJ
/R47 6.9738 Tf
2.36719 0 Td
[(5)-0.500618(5)-0.500618]TJ
/R37 9.9626 Tf
6.83477 -2.0418 Td
(=)Tj
/R47 6.9738 Tf
4.42812 0 Td
[(2)-0.500618(5)-0.500618(5)-0.500618]TJ
/R31 9.9626 Tf
0.983 0 0 1 360.237 344.014 Tm
(for)Tj
/R35 9.9626 Tf
14.1575 0 Td
(all)Tj
/R31 9.9626 Tf
13.0722 0 Td
[(samples.)-318.006(This)-255.014(contradicts)-254.994(the)-254.984(rob)19.9935(ustness)]TJ
1.017 0 0 1 308.862 332.059 Tm
[(results)-245.985(in)-245.987([)]TJ
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.017 0 0 1 351.558 332.059 Tm
(1)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.017 0 0 1 356.624 332.059 Tm
[(],)-245.982(where)-246.007(models)-245.997(ha)19.9805(v)14.9926(e)-245.997(mIoUs)-245.982(of)]TJ
/R45 9.9626 Tf
1 0 0 1 486.305 332.059 Tm
[<18>-0.803787]TJ
/R43 9.9626 Tf
7.74883 0 Td
[(50%)-0.303871]TJ
/R31 9.9626 Tf
1.017 0 0 1 514.811 332.059 Tm
(at)Tj
/R47 6.9738 Tf
1 0 0 1 524.618 334.101 Tm
[(1)-0.497117]TJ
/R37 9.9626 Tf
2.86484 -2.04219 Td
(=)Tj
/R47 6.9738 Tf
4.42812 0 Td
[(2)-0.497117(5)-0.497117(5)-0.497117]TJ
/R31 9.9626 Tf
1.017 0 0 1 543.824 332.059 Tm
(,)Tj
1 0 0 1 308.862 320.103 Tm
[(as)-249.995(opposed)-250.01(to)]TJ
/R43 9.9626 Tf
56.727 0 Td
(2)Tj
/R37 9.9626 Tf
4.98086 0 Td
[(:)-0.798886]TJ
/R43 9.9626 Tf
2.76797 0 Td
[(1%)-0.29897]TJ
/R31 9.9626 Tf
15.7742 0 Td
(at)Tj
/R47 6.9738 Tf
9.68281 2.04297 Td
[(0)-0.500618]TJ
/R41 6.9738 Tf
3.97187 0 Td
[(:)-0.301071]TJ
/R47 6.9738 Tf
2.36602 0 Td
[(5)-0.500618(5)-0.497117]TJ
/R37 9.9626 Tf
6.83516 -2.04297 Td
(=)Tj
/R47 6.9738 Tf
4.42812 0 Td
[(2)-0.497117(5)-0.497117(5)-0.497117]TJ
/R31 9.9626 Tf
14.4039 0 Td
(here.)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.002 0 0 1 320.817 308.148 Tm
[(T)79.9933(able)-248.987(1)]TJ
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 9.9626 Tf
1.002 0 0 1 352.711 308.148 Tm
[(reports)-248.992(the)-249.985(median)-249(and)-249(a)20.0154(v)15.0116(erage)]TJ
/R37 9.9626 Tf
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[(])-3858.01(7.22)-2000(26.42)-3500.01(11.11)-2000.02(23.85)-3500.01(17.75)-2000.02(24.23)-3500.01(84.22)-1500(102.80)]TJ
-72.0051 -9.46523 Td
[(PGD)-250.011(DLR)]TJ
/R212 7.9701 Tf
35.8652 0 Td
[(1)-0.298663(3)-0.300194]TJ
/R275 7.9701 Tf
8.46797 0 Td
[<02>-0.399748]TJ
/R212 7.9701 Tf
6.58711 0 Td
[(4)-0.298663]TJ
/R275 7.9701 Tf
4.23398 0 Td
[<02>-0.399748]TJ
/R212 7.9701 Tf
6.58594 0 Td
[(1)-0.298663(0)-0.300194]TJ
/R31 7.9701 Tf
10.4609 0 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 185.845 627.447 Tm
(29)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 193.815 627.447 Tm
[(])-2500(4.42)-2000(24.99)-3500.01(10.46)-2000.02(29.75)-2999.99(255.00)-1500.02(227.89)-3000.01(110.82)-1500.02(134.41)]TJ
-82.825 -9.46406 Td
[(D)40.007(A)40.007(G)]TJ
/R277 7.9701 Tf
18.6184 0 Td
[<11>-0.20064]TJ
/R212 7.9701 Tf
6.88672 0 Td
[(=)-295.379(0)-0.298663]TJ
/R277 7.9701 Tf
13.173 0 Td
[(:)-0.0995542]TJ
/R212 7.9701 Tf
2.35312 0 Td
[(0)-0.298663(0)-0.300194(3)-0.298663]TJ
/R31 7.9701 Tf
14.6949 0 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 169.37 617.983 Tm
(39)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 177.34 617.983 Tm
[(])-4567(5.69)-2500.01(6.63)-4000.01(8.80)-2000(10.61)-4000.02(6.30)-2500.01(7.51)-4000.01(8.83)-2500.02(9.02)]TJ
-66.35 -9.46484 Td
[(D)40.007(A)40.007(G)]TJ
/R277 7.9701 Tf
18.618 0 Td
[<11>-0.20064]TJ
/R212 7.9701 Tf
6.88828 0 Td
[(=)-295.379(0)-0.298663]TJ
/R277 7.9701 Tf
13.173 0 Td
[(:)-0.0995542]TJ
/R212 7.9701 Tf
2.35195 0 Td
[(0)-0.298663(0)-0.300194(1)-0.298663]TJ
/R31 7.9701 Tf
14.6949 0 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 169.37 608.518 Tm
(39)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 177.34 608.518 Tm
[(])-4567(5.23)-2500.01(8.22)-4000.01(8.49)-2000(14.61)-4000.02(5.95)-2500.01(9.39)-4000.01(8.59)-2000(53.65)]TJ
-66.35 -9.46406 Td
(FMN)Tj
/R277 7.9701 Tf
19.2633 0 Td
(`)Tj
/R279 5.9776 Tf
3.45977 -0.995703 Td
[(1)-0.200129]TJ
/R31 7.9701 Tf
9.79609 0.995703 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 146.163 599.054 Tm
(34)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 154.133 599.054 Tm
[(])-7479.01(0.46)-2000(38.34)-4000.02(0.91)-2000(46.39)-4000.02(1.97)-2000(96.57)-4000.02(1.08)-2500.02(6.42)]TJ
-43.143 -9.46484 Td
(PDPGD)Tj
/R277 7.9701 Tf
28.1184 0 Td
(`)Tj
/R279 5.9776 Tf
3.45898 -0.996094 Td
[(1)-0.200129]TJ
/R31 7.9701 Tf
9.79688 0.996094 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 155.018 589.589 Tm
(30)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 162.988 589.589 Tm
[(])-6368.02(0.73)-2500.01(1.77)-4000.01(1.52)-2500.01(2.43)-4000.01(1.06)-2500.01(2.82)-4000.01(1.39)-2500.02(3.05)]TJ
-51.998 -9.46406 Td
(ALMA)Tj
/R212 7.9701 Tf
25.4563 0 Td
[(p)-0.300194(r)-0.0995542(o)29.7238(x)-0.799497]TJ
/R29 7.9701 Tf
79.9488 0 Td
[(0.32)-2500.01(0.34)-4000.01(0.51)-2500.01(0.56)-4000.01(0.24)-2500.01(0.26)-4000.01(0.33)-2500.02(0.33)]TJ
ET
Q
859.281 5752.43 m
5092.97 5752.43 l
S
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
0 1 -1 0 97.309 507.673 Tm
[(T)80.011(ar)18.0117(geted)]TJ
1 0 0 1 110.989 565.455 Tm
(I-FGSM)Tj
/R212 7.9701 Tf
29.0031 0 Td
[(1)-0.298663(3)-0.300194]TJ
/R275 7.9701 Tf
8.46875 0 Td
[<02>-0.399748]TJ
/R212 7.9701 Tf
6.58594 0 Td
[(2)-0.298663(0)-0.300194]TJ
/R31 7.9701 Tf
10.4609 0 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 168.162 565.455 Tm
(27)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 176.132 565.455 Tm
[(])-4718.99(0.47)-2500.01(0.50)-4000.01(0.59)-2500.01(0.64)-2999.98(255.00)-1500.02(255.00)-3500.02(51.73)-2000.02(88.24)]TJ
-65.1426 -9.46406 Td
(MI-FGSM)Tj
/R212 7.9701 Tf
36.0891 0 Td
[(1)-0.298663(3)-0.300194]TJ
/R275 7.9701 Tf
8.46797 0 Td
[<02>-0.399748]TJ
/R212 7.9701 Tf
6.58711 0 Td
[(2)-0.298663(0)-0.300194]TJ
/R31 7.9701 Tf
10.4609 0 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 175.248 555.991 Tm
(22)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 183.218 555.991 Tm
[(])-3830.02(0.59)-2500.01(0.66)-4000.01(0.77)-2500.01(0.85)-4000.01(4.26)-2000(55.35)-4000.02(2.54)-2500.02(2.60)]TJ
-72.2289 -9.46484 Td
[(PGD)-250.011(CE)]TJ
/R212 7.9701 Tf
30.1109 0 Td
[(1)-0.298663(3)-0.300194]TJ
/R275 7.9701 Tf
8.46914 0 Td
[<02>-0.399748]TJ
/R212 7.9701 Tf
6.58594 0 Td
[(4)-0.298663(0)-0.300194]TJ
/R31 7.9701 Tf
10.4609 0 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 169.27 546.526 Tm
(29)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 177.24 546.526 Tm
[(])-4579.99(0.37)-2500.01(0.43)-4000.01(0.50)-2500.01(0.54)-4000.01(3.49)-2500.01(3.71)-4000.01(1.87)-2500.02(1.92)]TJ
-66.2508 -9.46406 Td
[(PGD)-250.011(CE)]TJ
/R212 7.9701 Tf
30.1109 0 Td
[(1)-0.298663(3)-0.300194]TJ
/R275 7.9701 Tf
8.46914 0 Td
[<02>-0.399748]TJ
/R212 7.9701 Tf
6.58594 0 Td
[(4)-0.298663]TJ
/R275 7.9701 Tf
4.23398 0 Td
[<02>-0.399748]TJ
/R212 7.9701 Tf
6.58711 0 Td
[(1)-0.298663(0)-0.300194]TJ
/R31 7.9701 Tf
10.4609 0 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 180.091 537.062 Tm
(29)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 188.061 537.062 Tm
[(])-3221.99(0.50)-2500.01(0.51)-4000.01(0.62)-2500.01(0.65)-2999.98(255.00)-1500.02(255.00)-3000.01(255.00)-1500.02(255.00)]TJ
-77.0719 -9.46523 Td
[(PGD)-250.011(DLR)]TJ
/R212 7.9701 Tf
35.866 0 Td
[(1)-0.298663(3)-0.300194]TJ
/R275 7.9701 Tf
8.46797 0 Td
[<02>-0.399748]TJ
/R212 7.9701 Tf
6.58711 0 Td
[(4)-0.298663(0)-0.300194]TJ
/R31 7.9701 Tf
10.4609 0 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 175.025 527.597 Tm
(29)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 182.995 527.597 Tm
[(])-3858.01(0.62)-2500.01(0.68)-4000.01(0.81)-2500.01(0.94)-4000.01(8.37)-2000(67.86)-4000.02(3.98)-2500.02(4.09)]TJ
-72.0051 -9.46367 Td
[(PGD)-250.011(DLR)]TJ
/R212 7.9701 Tf
35.8652 0 Td
[(1)-0.298663(3)-0.300194]TJ
/R275 7.9701 Tf
8.46797 0 Td
[<02>-0.399748]TJ
/R212 7.9701 Tf
6.58711 0 Td
[(4)-0.298663]TJ
/R275 7.9701 Tf
4.23398 0 Td
[<02>-0.399748]TJ
/R212 7.9701 Tf
6.58594 0 Td
[(1)-0.298663(0)-0.300194]TJ
/R31 7.9701 Tf
10.4609 0 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 185.845 518.133 Tm
(29)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 193.815 518.133 Tm
[(])-2500(0.87)-2500.01(1.07)-4000.01(1.12)-2500.01(1.28)-2999.98(255.00)-1500.02(255.00)-3000.01(255.00)-1500.02(255.00)]TJ
-82.825 -9.46523 Td
[(D)40.007(A)40.007(G)]TJ
/R277 7.9701 Tf
18.6184 0 Td
[<11>-0.20064]TJ
/R212 7.9701 Tf
6.88672 0 Td
[(=)-295.379(0)-0.298663]TJ
/R277 7.9701 Tf
13.173 0 Td
[(:)-0.0995542]TJ
/R212 7.9701 Tf
2.35312 0 Td
[(0)-0.298663(0)-0.300194(3)-0.298663]TJ
/R31 7.9701 Tf
14.6949 0 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 169.37 508.668 Tm
(39)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 177.34 508.668 Tm
[(])-4567(4.21)-2500.01(4.50)-4000.01(5.32)-2500.01(5.66)-3499.99(11.34)-2000.02(12.96)-4000.02(9.82)-2000(10.06)]TJ
-66.35 -9.46406 Td
[(D)40.007(A)40.007(G)]TJ
/R277 7.9701 Tf
18.618 0 Td
[<11>-0.20064]TJ
/R212 7.9701 Tf
6.88828 0 Td
[(=)-295.379(0)-0.298663]TJ
/R277 7.9701 Tf
13.173 0 Td
[(:)-0.0995542]TJ
/R212 7.9701 Tf
2.35195 0 Td
[(0)-0.298663(0)-0.300194(1)-0.298663]TJ
/R31 7.9701 Tf
14.6949 0 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 169.37 499.204 Tm
(39)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 177.34 499.204 Tm
[(])-4567(3.92)-2500.01(4.21)-4000.01(5.07)-2500.01(5.36)-3499.99(10.96)-2000.02(40.28)-3500.01(11.53)-1500(119.47)]TJ
-66.35 -9.46484 Td
(FMN)Tj
/R277 7.9701 Tf
19.2633 0 Td
(`)Tj
/R279 5.9776 Tf
3.45977 -0.996094 Td
[(1)-0.200129]TJ
/R31 7.9701 Tf
9.79609 0.996094 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 146.163 489.739 Tm
(34)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 154.133 489.739 Tm
[(])-7479.01(0.42)-2500.01(0.45)-4000.01(0.47)-2500.01(0.49)-2999.98(255.00)-1500.02(254.36)-3000.01(255.00)-1500.02(255.00)]TJ
-43.143 -9.46406 Td
(PDPGD)Tj
/R277 7.9701 Tf
28.1184 0 Td
(`)Tj
/R279 5.9776 Tf
3.45898 -0.996875 Td
[(1)-0.200129]TJ
/R31 7.9701 Tf
9.79688 0.996875 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 155.018 480.275 Tm
(30)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 7.9701 Tf
1 0 0 1 162.988 480.275 Tm
[(])-6368.02(0.28)-2500.01(0.36)-4000.01(0.35)-2500.01(0.46)-3499.99(14.51)-2000.02(14.41)-3500.01(19.26)-2000.02(19.20)]TJ
-51.998 -9.46484 Td
(ALMA)Tj
/R212 7.9701 Tf
25.4563 0 Td
[(p)-0.300194(r)-0.0995542(o)29.7238(x)-0.799497]TJ
/R29 7.9701 Tf
79.9488 0 Td
[(0.25)-2500.01(0.26)-4000.01(0.32)-2500.01(0.34)-4000.01(1.15)-2500.01(1.17)-4000.01(0.65)-2500.02(0.66)]TJ
ET
Q
7.97 w
859.281 4657.79 m
5092.97 4657.79 l
S
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 93.6629 447.747 Tm
[(T)79.9813(able)-250.007(1.)-309.99(Median)-250.003(and)-249.997(a)20.021(v)14.9865(erage)-250.006(norms)]TJ
/R175 8.9664 Tf
130.728 0 Td
[(k)-0.90126]TJ
/R171 8.9664 Tf
4.60781 0 Td
[<0e>-0.601747]TJ
/R175 8.9664 Tf
5.15508 0 Td
[(k)-0.90126]TJ
/R279 5.9776 Tf
4.6082 -2.73984 Td
[(1)-0.200129]TJ
/R175 8.9664 Tf
9.33984 2.73984 Td
[<02>-0.400257]TJ
/R95 8.9664 Tf
7.16719 0 Td
[(2)-0.90126(5)-0.90126(5)-0.90126]TJ
/R31 8.9664 Tf
16.0648 0 Td
[(for)-250.006(each)-249.992(adv)15.011(ersarial)-249.997(attack)-250.017(on)-249.978(P)15.0056(ascal)-250.022(V)39.9822(OC)-250.017(2012)-249.978(and)-249.995(Cityscapes.)]TJ
/R31 6.9738 Tf
-187.362 -20.2879 Td
[(Attack)-8068.99(P)15.0238(ascal)-249.987(V)39.9829(OC)-250.003(2012)-3155.01(Cityscapes)]TJ
ET
Q
4.98 w
598.012 4230.25 m
2766.72 4230.25 l
S
q
10 0 0 10 0 0 cm BT
/R31 6.9738 Tf
0 1 -1 0 70.507 385.703 Tm
[(Untar)17.9872(geted)]TJ
1 0 0 1 83.9719 414.283 Tm
[(D)39.9829(A)39.9829(G)]TJ
/R41 6.9738 Tf
16.291 0 Td
[<11>-0.598641]TJ
/R47 6.9738 Tf
6.62305 0 Td
[(=)-324.987(0)-0.500618]TJ
/R41 6.9738 Tf
12.3551 0 Td
[(:)-0.299321]TJ
/R47 6.9738 Tf
2.36602 0 Td
[(0)-0.500618(0)-0.500618(3)-0.498868]TJ
/R31 6.9738 Tf
13.657 0 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 6.9738 Tf
1 0 0 1 137.586 414.283 Tm
(39)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 6.9738 Tf
1 0 0 1 144.56 414.283 Tm
[(])-1714(12.05)-2611(25.96)-2214.98(16.99)-2213.98(25.81)]TJ
-60.5883 -7.97031 Td
[(D)39.9829(A)39.9829(G)]TJ
/R41 6.9738 Tf
16.291 0 Td
[<11>-0.598641]TJ
/R47 6.9738 Tf
6.62305 0 Td
[(=)-324.987(0)-0.500618]TJ
/R41 6.9738 Tf
12.3551 0 Td
[(:)-0.299321]TJ
/R47 6.9738 Tf
2.36602 0 Td
[(0)-0.500618(0)-0.500618(1)-0.498868]TJ
/R31 6.9738 Tf
13.657 0 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 6.9738 Tf
1 0 0 1 137.586 406.313 Tm
(39)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 6.9738 Tf
1 0 0 1 144.56 406.313 Tm
[(])-1714(11.71)-2611(57.93)-2214.98(17.02)-2213.98(81.30)]TJ
-60.5883 -7.96992 Td
(FMN)Tj
/R41 6.9738 Tf
16.8562 0 Td
[(`)-0.201298]TJ
/R281 4.9813 Tf
3.33477 -0.996875 Td
(1)Tj
/R31 6.9738 Tf
9.02109 0.996875 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 6.9738 Tf
1 0 0 1 115.506 398.343 Tm
(34)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 6.9738 Tf
1 0 0 1 122.48 398.343 Tm
[(])-5380.01(1.28)-2611.02(75.66)-2214.98(37.54)-1714(128.67)]TJ
-38.5082 -7.96992 Td
(PDPGD)Tj
/R41 6.9738 Tf
24.6043 0 Td
[(`)-0.201298]TJ
/R281 4.9813 Tf
3.33398 -0.996875 Td
(1)Tj
/R31 6.9738 Tf
9.02187 0.996875 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 6.9738 Tf
1 0 0 1 123.254 390.373 Tm
(30)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 6.9738 Tf
1 0 0 1 130.228 390.373 Tm
[(])-4268.99(3.53)-2611.02(11.86)-2214.98(43.61)-2213.98(58.10)]TJ
-46.2563 -7.96992 Td
(ALMA)Tj
/R47 6.9738 Tf
22.2742 0 Td
[(p)-1(r)-0.400845(o)30.4747(x)-0.201298]TJ
/R29 6.9738 Tf
56.0789 0 Td
[(0.78)-3111(2.17)-2713.97(0.81)-2714.98(1.01)]TJ
ET
Q
598.012 3779.69 m
2766.72 3779.69 l
S
q
10 0 0 10 0 0 cm BT
/R31 6.9738 Tf
0 1 -1 0 70.507 344.026 Tm
[(T)79.9939(ar)18.0223(geted)]TJ
1 0 0 1 83.9719 369.227 Tm
[(D)39.9829(A)39.9829(G)]TJ
/R41 6.9738 Tf
16.291 0 Td
[<11>-0.598641]TJ
/R47 6.9738 Tf
6.62305 0 Td
[(=)-324.987(0)-0.500618]TJ
/R41 6.9738 Tf
12.3551 0 Td
[(:)-0.299321]TJ
/R47 6.9738 Tf
2.36602 0 Td
[(0)-0.500618(0)-0.500618(3)-0.498868]TJ
/R31 6.9738 Tf
13.657 0 Td
([)Tj
ET
Q
1 0 1 0 k
q
10 0 0 10 0 0 cm BT
/R31 6.9738 Tf
1 0 0 1 137.586 369.227 Tm
(39)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
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/R31 8.9664 Tf
1 0 0 1 255.321 325.313 Tm
(3)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 50.1121 313.711 Tm
([10])Tj
1.02 0 0 1 70.0309 313.711 Tm
[(Antonin)-627.981(Chambolle)-629.01(and)-628.005(Charles)-629.012(H)-628.015(Dossal.)-1579.01(On)-629.018(the)]TJ
10.959 TL
T*[(con)39.0153(v)15.0143(er)17.9794(gence)-486(of)-486.989(the)-486.021(iterat)1.0184(es)-486.989(of)-486.007(the)-486.021<9366>9.99175(ast)-486.013(iterati)25.0154(v)13.9906(e)-485.995(shrink-)]TJ
0.995 0 0 1 70.0309 291.793 Tm
[(age/thresholding)-250(algorithm\224.)]TJ
/R35 8.9664 Tf
106.316 0 Td
[(J)24.9844(ournal)-250(of)-249.004(Optimization)-249.998(theory)]TJ
1 0 0 1 70.0309 280.834 Tm
[(and)-249.978(Applications)]TJ
/R31 8.9664 Tf
61.025 0 Td
[(,)-250(166\(3\):968\226982,)-249.977(2015.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
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1 0 0 1 221.204 280.834 Tm
(6)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 50.1121 269.232 Tm
([11])Tj
0.999 0 0 1 70.0309 269.232 Tm
[(Liang-Chieh)-248.991(Chen,)-249(Y)110.995(ukun)-248.002(Zhu,)-248.979(Geor)18.016(ge)-249.013(P)14.9852(apandreou,)-248.986(Florian)]TJ
1.02 0 0 1 70.0309 258.273 Tm
[(Schrof)24.9961(f,)-305.009(and)-292.979(Hartwig)-293.015(Adam.)-506.009(Encoder)20.0022(-decoder)-293.004(with)-292.98(atrous)]TJ
10.959 TL
T*[(separable)-247.011(con)39.0153(v)20.0115(olution)-247.015(for)-247.015(semantic)-245.998(image)-247.02(se)14.9943(gmentation.)-358.985(In)]TJ
/R35 8.9664 Tf
-0.272289 -10.959 Td
[(Eur)44.0179(opean)-260.985(Confer)35.9842(ence)-261.02(on)-261.988(Computer)-260.997(V)71.9844(ision)]TJ
/R31 8.9664 Tf
152.453 0 Td
[(,)-265.995(pages)-260.984(801\226818,)]TJ
1 0 0 1 70.0309 225.396 Tm
(2018.)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 93.4332 225.396 Tm
(1)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 97.9164 225.396 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 102.4 225.396 Tm
(6)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 106.883 225.396 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 111.366 225.396 Tm
(12)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 50.1121 213.794 Tm
([12])Tj
1.02 0 0 1 70.0309 213.794 Tm
[(Emilie)-281.995(Chouzenoux,)-291.021(Jean-Christophe)-282(Pesquet,)-291.021(and)-282.003(Audre)15.0023(y)]TJ
10.959 TL
T*[(Repetti.)-674(V)109.008(ariable)-344.981(metric)-345.987(f)1.00638(orw)8.9827(ard\226backw)10(ard)-345(algorithm)-345.002(for)]TJ
0.988 0 0 1 70.0309 191.876 Tm
[(minimizing)-251.982(the)-251.994(sum)-251.995(of)-251.991(a)-251.988(di)1.01004(f)24.9989(ferentiable)-251.981(function)-252.02(and)-252.009(a)-251.989(con)39.9855(v)16.0173(e)15.0032(x)]TJ
1.015 0 0 1 70.0309 180.917 Tm
(function.)Tj
/R35 8.9664 Tf
35.3017 0 Td
[(J)25(ournal)-246.002(of)-245.981(Optimization)-245.984(Theory)-245.981(and)-246.008(Applications)]TJ
/R31 8.9664 Tf
176.696 0 Td
(,)Tj
1 0 0 1 69.359 169.958 Tm
[(162\(1\):107\226132,)-249.977(2014.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 155.024 169.958 Tm
(5)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 50.1121 158.356 Tm
([13])Tj
0.98 0 0 1 70.0309 158.356 Tm
[(Moustapha)-229.014(M)-228.009(Cisse,)-234(Y)111.995(ossi)-228.004(Adi,)-234.004(Natalia)-229.016(Ne)26.0087(v)15(ero)16.0036(v)25.0029(a,)-233.989(and)-227.979(Joseph)]TJ
1.005 0 0 1 70.0309 147.397 Tm
[(K)24.9966(eshet.)-357.996(Houdini:)-309.011(F)15.0081(ooling)-249.006(deep)-249.003(structured)-248(visual)-248.984(and)-248.984(speech)]TJ
0.98 0 0 1 70.0309 136.438 Tm
[(recognition)-215.014(models)-214.992(with)-214.985(adv)15.0103(ersarial)-215.004(e)15.0145(xamples)1(.)-281.008(In)]TJ
/R35 8.9664 Tf
177.483 0 Td
[(Advances)-215.004(in)]TJ
1.013 0 0 1 69.7352 125.479 Tm
[(Neur)15(al)-248.002(Information)-246.989(Pr)44.0116(ocessing)-248.008(Systems)]TJ
/R31 8.9664 Tf
142.112 0 Td
[(,)-248.012(v)20.006(olume)-248.02(30.)-247.007(Curran)]TJ
1 0 0 1 69.7078 114.52 Tm
[(Associates,)-249.992(Inc.,)-250.011(2017.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 154.118 114.52 Tm
(1)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 158.601 114.52 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 163.084 114.52 Tm
(2)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 167.567 114.52 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 172.05 114.52 Tm
(7)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 50.1121 102.918 Tm
([14])Tj
1.002 0 0 1 70.0309 102.918 Tm
[(P)14.9974(atrick)-248.012(L)-249.004(Combettes,)-248.979-248.011(D)]TJ
1 0 0 1 175.654 102.994 Tm
<98>Tj
1.002 0 0 1 174.906 102.918 Tm
[(ung,)-249.009(and)-248.007(B)]TJ
/R95 8.9664 Tf
1 0 0 1 213.748 105.136 Tm
[<12>-0.90126]TJ
/R31 8.9664 Tf
0.814844 -2.12891 Td
<0b>Tj
-0.501953 -0.0890625 Td
(a)Tj
1.002 0 0 1 218.042 102.918 Tm
[(ng)-248.007<43f46e67>-249.012(V)]TJ
1 0 0 1 258.196 102.994 Tm
<98>Tj
1.002 0 0 1 257.447 102.918 Tm
[(u.)-357.004(Dual-)]TJ
1.02 0 0 1 70.0309 91.959 Tm
[(ization)-280.982(of)-280.011(signal)-281.005(reco)14.9863(v)13.9893(ery)-279.995(problems.)]TJ
/R35 8.9664 Tf
134.262 0 Td
[(Set-V)108.986(alued)-281.005(and)-279.988(V)107.99(aria-)]TJ
1 0 0 1 70.0309 81 Tm
[(tional)-249.996(Analysis)]TJ
/R31 8.9664 Tf
53.5562 0 Td
[(,)-250(18\(3\):373\226404,)-249.977(2010.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
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1 0 0 1 209.252 81 Tm
(5)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 308.862 710.037 Tm
([15])Tj
0.993 0 0 1 328.781 710.037 Tm
[(P)15.0071(atrick)-250.978(L)-252.018(Combettes)-251.006(and)-251.982(Jean-Christophe)-251.011(Pesquet.)-361.981(Proximal)]TJ
1.02 0 0 1 328.781 699.078 Tm
[(splitting)-252.02(methods)-252.001(in)-253.005(si)1.00371(gnal)-253.01(processing.)-375.004(In)]TJ
/R35 8.9664 Tf
150.918 0 Td
[(F)44.0086(ixed-point)-251.996(algo-)]TJ
0.98 0 0 1 328.781 688.12 Tm
[(rithms)-232.008(for)-231.005(in)40.0118(ver)10.9803(se)-231.997(pr)46.0104(oblems)-232.003(in)-232.008(scie)1.00578(nce)-232.014(and)-231.991(engineering)]TJ
/R31 8.9664 Tf
195.969 0 Td
[(,)-236.02(pages)]TJ
1 0 0 1 328.109 677.161 Tm
[(185\226212.)-250(Springer)40.0148(,)-250(2011.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 422.382 677.161 Tm
(3)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 426.865 677.161 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 431.348 677.161 Tm
(4)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 308.862 665.889 Tm
([16])Tj
0.98 0 0 1 328.781 665.889 Tm
[(P)14.9895(atrick)-198.006(L)-199.006(Combettes)-197.992(and)-198.017(B)]TJ
95.6585 0.0898438 Td
<0b>Tj
-0.512596 -0.0898438 Td
[(ang)-198.995(C)-197.995(V)]TJ
1 0 0 1 451.154 665.965 Tm
<98>Tj
0.98 0 0 1 450.405 665.889 Tm
[(u.)-244.983(V)113.998(ariable)-198.995(metric)-197.978(forw)10.0189<61726496>]TJ
1.001 0 0 1 328.781 654.93 Tm
[(backw)10.0019(ard)-250.009(splitting)-251.018(with)-249.99(applications)-250.012(to)-250.991(monot)1.001(one)-251.002(inclusions)]TJ
1 0 0 1 328.781 643.971 Tm
[(in)-250.014(duality)65.0078(.)]TJ
/R35 8.9664 Tf
39.0133 0 Td
(Optimization)Tj
/R31 8.9664 Tf
46.8301 0 Td
[(,)-250(63\(9\):1289\2261318,)-249.978(2014.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 509.255 643.971 Tm
(5)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 308.862 632.699 Tm
([17])Tj
0.996 0 0 1 328.781 632.699 Tm
[(P)15.0194(atrick)-250.015(L)-249.984(Combettes)-250.004(and)-250.982(V)111.997(alrie)-249.982(R)-250.015(W)79.9957(ajs.)-360.011(Signal)-249.987(reco)14.992(v)15.0084(ery)-250.02(by)]TJ
0.982 0 0 1 328.781 621.74 Tm
[(proximal)-253.989(forw)9.98467(ard-backw)9.99298(ard)-254(splitting.)]TJ
/R35 8.9664 Tf
137.89 0 Td
[(Multiscale)-254.017(modeling)-253.989(&)]TJ
1 0 0 1 328.781 610.782 Tm
(simulation)Tj
/R31 8.9664 Tf
37.8652 0 Td
[(,)-250(4\(4\):1168\2261200,)-249.978(2005.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 456.794 610.782 Tm
(4)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 308.862 599.51 Tm
([18])Tj
1.02 0 0 1 328.781 599.51 Tm
[(MMSe)15.013(gmentation)-1346.99(Contrib)19.0225(utors.)-3879.01(MMSe)13.9879(gmenta-)]TJ
10.959 TL
T*[(tion:)-1877.01(Openmmlab)-1031(semantic)-1032.01(se)14.997(gmentation)-1031.02(toolbox)]TJ
T*[(and)-643.981(benchmark.)]TJ
ET
Q
0 1 0 0 k
q
10 0 0 10 0 0 cm BT
/R323 8.9664 Tf
1 0 0 1 405.694 577.592 Tm
[(https)-155.006(:)-154.989(/)-153.987(/)-154.989(github)-154.989(.)-154.989(com)-155(/)-154.989(open)-153.977(-)]TJ
-76.9133 -10.959 Td
(mmlab/mmsegmentation)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 436.378 566.633 Tm
[(,)-250(2020.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 464.264 566.633 Tm
(6)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 308.862 555.361 Tm
([19])Tj
1.02 0 0 1 328.781 555.361 Tm
[(Marius)-297.988(Cordts,)-310.983(Mohamed)-297.996(Omran,)-311.989(Sebastian)-297.985(Ramos,)-310.991(T)34.0141(imo)]TJ
0.984 0 0 1 328.781 544.402 Tm
[(Rehfeld,)-255.98(Markus)-256.016(Enzweiler)40.9809(,)-256.008(Rodrigo)-255.98(Benenson,)-256.002(Uwe)-254.984(Frank)10(e,)]TJ
1.02 0 0 1 328.781 533.444 Tm
[(Stef)10.0131(an)-283.007(Roth,)-291.987(and)-282.986(Bernt)-283.01(Schiele.)-473.01(The)-282.988(cityscapes)-283.015(dataset)-282.017(for)]TJ
0.988 0 0 1 328.781 522.485 Tm
[(semantic)-253.006(urban)-252(scene)-253.015(understanding.)-363.02(In)]TJ
/R35 8.9664 Tf
145.042 0 Td
[(IEEE)-252.982(Confer)38.0095(ence)-253.009(on)]TJ
1 0 0 1 328.485 511.526 Tm
[(Computer)-249.981(V)74.0122(ision)-250(and)-249.978(P)79.9807(attern)-250.017(Reco)10.02(gnition)]TJ
/R31 8.9664 Tf
149.962 0 Td
[(,)-250(June)-249.995(2016.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 525.009 511.526 Tm
(1)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 529.493 511.526 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 533.976 511.526 Tm
(6)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 308.862 500.254 Tm
([20])Tj
1.02 0 0 1 328.781 500.254 Tm
[(Francesco)-339.017(Croce)-340.008(and)-338.98(Matthias)-339.009(Hein.)-655.008(Minimally)-338.983(distorted)]TJ
0.984 0 0 1 328.781 489.295 Tm
[(adv)15.0199(ersarial)-252.994(e)16.005(xamples)-253(with)-253.014(a)-253.003(f)9.97821(ast)-252.986(adapti)25.0147(v)14.9811(e)-253.003(boundary)-252.98(attack.)-363.012(In)]TJ
/R35 8.9664 Tf
0.98 0 0 1 328.629 478.336 Tm
[(International)-252.985(Confer)38.003(ence)-253.007(on)-252.996(Mac)15.0034(hine)-252.98(Learning)]TJ
/R31 8.9664 Tf
170.479 0 Td
[(,)-253.98(2020)1.01134(.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
0.98 0 0 1 523.078 478.336 Tm
(1)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
0.98 0 0 1 527.471 478.336 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
0.98 0 0 1 531.9 478.336 Tm
(2)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
0.98 0 0 1 536.293 478.336 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
0.98 0 0 1 540.713 478.336 Tm
(3)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 308.862 467.064 Tm
([21])Tj
1.019 0 0 1 328.781 467.064 Tm
[(Francesco)-244.013(Croce)-244.011(and)-244.021(Matthias)-244.019(Hein.)-349.982(Reliable)-243.981(e)23.9952(v)25.0106(aluation)-243.992(of)]TJ
0.98 0 0 1 328.781 456.105 Tm
[(adv)15.009(ersarial)-245.989(rob)19.9906(ustness)-246.022(with)-246.989(an)-246(ensemble)-246.978(of)-246(di)24.9834(v)15.0034(erse)-246.022(parameter)19.9879(-)]TJ
0.998 0 0 1 328.781 445.147 Tm
[(free)-250.998(attacks.)-362.983(In)]TJ
/R35 8.9664 Tf
56.3068 0 Td
[(International)-251.009(Confer)37.0011(ence)-251.02(on)-252.002(Mac)15(hine)-251.014(Learn-)]TJ
1 0 0 1 328.781 434.188 Tm
(ing)Tj
/R31 8.9664 Tf
11.459 0 Td
[(,)-250(2020.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 368.125 434.188 Tm
(1)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 372.609 434.188 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 377.092 434.188 Tm
(3)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 381.575 434.188 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 386.058 434.188 Tm
(7)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 308.862 422.916 Tm
([22])Tj
1.017 0 0 1 328.781 422.916 Tm
[(Y)53.9963(inpeng)-246.017(Dong,)-246.019(F)13.981(a)1.02006(ngzhou)-246.983(Liao,)-246.014(T)35.0087(ian)13.9917(yu)-246.003(P)15.0091(ang,)-246.009(Hang)-245.993(Su,)-247.021(Jun)]TJ
0.98 0 0 1 328.781 411.957 Tm
[(Zhu,)-226.007(Xiaolin)-218.019(Hu,)-225.985(and)-218.022(Jianguo)-219(Li.)-287.987(Boosting)-217.977(adv)15.009(ersarial)-217.983(attacks)]TJ
1.02 0 0 1 328.458 400.998 Tm
[(with)-270.001(momentum.)-430.991(In)]TJ
/R35 8.9664 Tf
75.2068 0 Td
[(IEEE)-269.988(Confer)37.0093(ence)-269.988(on)-268.99(Computer)-270.01(V)71.9844(i)1.01973(sion)]TJ
1 0 0 1 328.781 390.039 Tm
[(and)-249.978(P)79.9807(attern)-250.019(Reco)10.02(gnition)]TJ
/R31 8.9664 Tf
87.3594 0 Td
[(,)-250(2018.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 444.026 390.039 Tm
(1)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 448.509 390.039 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 452.992 390.039 Tm
(7)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 457.475 390.039 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 461.959 390.039 Tm
(8)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
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1 0 0 1 190.315 688.12 Tm
(8)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 194.798 688.12 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 199.281 688.12 Tm
(13)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 208.248 688.12 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 212.731 688.12 Tm
(14)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 221.697 688.12 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 226.18 688.12 Tm
(15)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 50.1121 676.824 Tm
([31])Tj
1.02 0 0 1 70.0309 676.824 Tm
[(Peter)-257(Melchior)39.0073(,)-260.014<52e96d79>-257.984(Joseph,)-260(and)-257.016(Fred)-258.013(Moolekamp.)-392.019(Prox-)]TJ
10.959 TL
T*[(imal)-292.981(adam:)-400.993(rob)18.9905(ust)-292.997(adapti)23.9837(v)15.0143(e)-292.981(update)-294.015(scheme)-293.009(for)-293.997(constrained)]TJ
1 0 0 1 70.0309 654.906 Tm
(optimization.)Tj
/R35 8.9664 Tf
50.8031 0 Td
[(arXiv)-249.989(pr)36.9911(eprint)-250.019(arXiv:1910.10094)]TJ
/R31 8.9664 Tf
118.965 0 Td
[(,)-250(2019.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 267.684 654.906 Tm
(2)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 50.1121 643.61 Tm
([32])Tj
0.986 0 0 1 70.0309 643.61 Tm
[(Se)15.006(yed-Mohsen)-255.008(Moosa)20.0154(vi-Dezfooli,)-256.021(Alhussein)-255.008(F)15.0115(a)15.017(wzi,)-256.016(and)-255.008(P)15.0115(as-)]TJ
1.02 0 0 1 70.0309 632.651 Tm
[(cal)-310.014(Frossard.)-559.992(Deepfool:)-433.995(A)-309.006(simple)-310.013(and)-310.022(accurate)-310(method)-309.99(to)]TJ
0.98 0 0 1 70.0309 621.692 Tm
[(fool)-254(deep)-253.996(neural)-253.98(netw)10.0064(orks.)-365.019(In)]TJ
/R35 8.9664 Tf
108.66 0 Td
[(IEEE)-254.014(Confer)38.003(ence)-255.005(on)-254.019(Computer)]TJ
1 0 0 1 69.484 610.733 Tm
[(V)74.0129(ision)-250(and)-249.978(P)79.9807(attern)-250.019(Reco)10.0214(gnition)]TJ
/R31 8.9664 Tf
111.855 0 Td
[(,)-250(2016.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 209.225 610.733 Tm
(1)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 213.708 610.733 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 218.191 610.733 Tm
(2)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 50.1121 599.438 Tm
([33])Tj
1.02 0 0 1 70.0309 599.438 Tm
[(Utku)-295.983(Ozb)19.0132(ulak,)-308.991(Arnout)-297.004(V)109.008(an)-295.991(Messem,)-309.016(and)-296.995(W)79.013(esle)13.9799(y)-296.007(De)-296.987(Ne)25.0127(v)15.0157(e.)]TJ
1.008 0 0 1 70.0309 588.479 Tm
[(Impact)-248.982(of)-248.011(adv)14.9851(ersarial)-248.988(e)15.0013(xamples)-248.008(on)-249.005(deep)-248.003(learning)-248.988(models)-248.013(for)]TJ
1.02 0 0 1 70.0309 577.52 Tm
[(biomedical)-359.985(image)-359.008(se)14.0133(gm)1.02106(entation.)-720.019(In)]TJ
/R35 8.9664 Tf
135.281 0 Td
[(International)-360.007(Confer)20.0102(-)]TJ
-135.281 -10.959 Td
[(ence)-254.997(on)-254.983(Medical)-255.002(Ima)10.0078(g)10.0171(e)-255.011(Computing)-254.983(and)-255.002(Comp)1.01706(uter)18.9825(-Assisted)]TJ
1 0 0 1 69.8789 555.602 Tm
(Intervention)Tj
/R31 8.9664 Tf
43.827 0 Td
[(,)-250(pages)-250.012(300\226308.)-250(Springer)40.0148(,)-250(2019.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 235.12 555.602 Tm
(1)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 239.603 555.602 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 244.086 555.602 Tm
(2)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 50.1121 544.306 Tm
([34])Tj
0.989 0 0 1 70.0309 544.306 Tm
[(Maura)-252.984(Pintor)41.0174(,)-253.007(F)14.9784(abio)-252.011(Roli,)-253.022(W)40.007(ieland)-251.991(Brendel,)-253.009(and)-252.982(B)1.00764(attista)-252.984(Big-)]TJ
0.98 0 0 1 70.0309 533.347 Tm
[(gio.)-324.019(F)14.9888(ast)-234.993(mini)1.00717(mum-norm)-234.984(adv)15.0103(ersarial)-235.009(attacks)-235.014(through)-235.003(adapti)25.0084(v)15.9786(e)]TJ
1.02 0 0 1 70.0309 522.388 Tm
[(norm)-302.012(constraints.)-535.98(In)]TJ
/R35 8.9664 Tf
77.716 0 Td
[(Advances)-302.016(in)-301.995(Neur)14.0146(al)-301.995(Information)-301.984(Pr)43.9952(o-)]TJ
1 0 0 1 70.0309 511.429 Tm
[(cessing)-249.999(Systems)]TJ
/R31 8.9664 Tf
57.025 0 Td
[(,)-250(2021.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 154.941 511.429 Tm
(1)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 159.425 511.429 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 163.908 511.429 Tm
(2)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 168.391 511.429 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 172.874 511.429 Tm
(7)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 177.357 511.429 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 181.841 511.429 Tm
(8)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 186.324 511.429 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 190.807 511.429 Tm
(14)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 199.773 511.429 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 204.257 511.429 Tm
(15)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 50.1121 500.134 Tm
([35])Tj
1.02 0 0 1 70.0309 500.134 Tm
[<4ae972f46d65>-377.997(Ron)13.9919(y)64.0041(,)-411.98(Eric)-377.987(Granger)39.0033(,)-410.998(Marco)-379.015(Pedersoli,)-410.98(and)-379(Ismail)]TJ
10.959 TL
T*[(Ben)-333(A)90.0025(yed.)-632.992(Augmented)-333.005(lagrangian)-332.014(adv)13.9852(ersarial)-332.01(attacks.)-633.989(In)]TJ
/R35 8.9664 Tf
1.003 0 0 1 69.8789 478.216 Tm
[(International)-249.987(Confer)36.9836(ence)-250.019(on)-250.019(Computer)-249.996(V)73.0117(ision)]TJ
/R31 8.9664 Tf
164.386 0 Td
[(,)-249.983(2021.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.003 0 0 1 262.745 478.216 Tm
(1)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.003 0 0 1 267.242 478.216 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.003 0 0 1 271.738 478.216 Tm
(3)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.003 0 0 1 276.235 478.216 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.003 0 0 1 280.74 478.216 Tm
(7)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.003 0 0 1 285.237 478.216 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 70.0309 467.257 Tm
(8)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 50.1121 455.961 Tm
([36])Tj
1.02 0 0 1 70.0309 455.961 Tm
[<4ae972f46d65>-373(Ron)15.017(y)62.979(,)-405.018(Luiz)-372.99(G)-372.988(Hafemann,)-405(Luiz)-372.992(S)-373.01(Oli)24.9807(v)13.9906(eira,)-405.012(Ismail)]TJ
10.959 TL
T*[(Ben)-252.019(A)90.9849(yed,)-254.016(R)1.00371(obert)-252.003(Sabourin,)-252.985(and)-252.019(Eric)-251.006(Granger)53.995(.)-374.011(Decoupling)]TJ
0.992 0 0 1 70.0309 434.043 Tm
[(direction)-251.002(and)-251.012(norm)-251.019(for)-251.019(ef)25.0133<026369656e74>-250.99(gradient-based)-250.982(l2)-251.014(adv)16.0022(ersarial)]TJ
0.98 0 0 1 70.0309 423.084 Tm
[(attacks)-201.008(and)-200.016(defenses.)-249.982(In)]TJ
/R35 8.9664 Tf
86.0615 0 Td
[(IEEE)-200.98(Confer)38.0017(ence)-200.015(on)-200.984(Computer)-200.996(V)75.9894(ision)]TJ
1 0 0 1 70.0309 412.125 Tm
[(and)-249.978(P)79.9813(attern)-250.019(Reco)10.0214(gnition)]TJ
/R31 8.9664 Tf
87.359 0 Td
[(,)-250(2019.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 185.275 412.125 Tm
(1)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 50.1121 400.83 Tm
([37])Tj
1.011 0 0 1 70.0309 400.83 Tm
[(Marion)-244.98(Sa)20.0146(v)24.0127(anier)40.0211(,)-245.982(Emilie)-244.988(Chouzenoux,)-245.002(Jean-Christophe)-246.012(Pes-)]TJ
1.02 0 0 1 70.0309 389.871 Tm
[(quet,)-267.006(and)-262.996(Cyril)-261.98(Riddell.)-409.013(Unmatched)-263.006(preconditioning)-261.993(of)-263.013(the)]TJ
0.98 0 0 1 70.0309 378.912 Tm
[(proximal)-246.985(gradient)-246.02(algorithm.)]TJ
/R35 8.9664 Tf
106.424 0 Td
[(IEEE)-246.991(Signal)-246.011(Pr)46.0049(ocessing)-247.014(Letter)10.0162(s)]TJ
/R31 8.9664 Tf
113.224 0 Td
(,)Tj
1 0 0 1 70.0309 367.953 Tm
(2022.)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 93.4332 367.953 Tm
(2)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 50.1121 356.657 Tm
([38])Tj
1.02 0 0 1 70.0309 356.657 Tm
[(Jingdong)-456.979(W)77.988(ang,)-509.984(K)24.013(e)-456.992(Sun,)-510.014(T)34.0141(ianheng)-457.021(Cheng,)-509.982(Borui)-457.012(Jiang,)]TJ
1.005 0 0 1 70.0309 345.698 Tm
[(Chaorui)-248.018(Deng,)-247.994(Y)98.9921(ang)-247.986(Zhao,)-248.021(Dong)-249.004(Liu,)-248.011(Y)99.9891(adong)-248.992(Mu,)-248.011(Mingkui)]TJ
1.02 0 0 1 69.7531 334.739 Tm
[(T)78.0067(an,)-265.997(Xingg)4.98253(ang)-262.013(W)79.013(ang,)-266.017(et)-261.981(al.)-407.016(Deep)-262.009(high-resolution)-261.98(represen-)]TJ
0.272289 -10.959 Td
[(tation)-348.012(learning)-347.002(for)-347.984(visual)-346.994(recognition.)]TJ
/R35 8.9664 Tf
143.338 0 Td
[(IEEE)-347(T)54.0163(r)13.9959(ansactions)]TJ
1.003 0 0 1 70.0309 312.822 Tm
[(on)-251.018(P)80.0054(attern)-250.986(Analysis)-250.993(and)-251(Mac)15.0109(hine)-250.997(Intellig)9.99008(ence)]TJ
/R31 8.9664 Tf
163.717 0 Td
[(,)-250.982(43\(10\):3349\226)]TJ
1 0 0 1 70.0309 301.863 Tm
[(3364,)-250(2020.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 115.849 301.863 Tm
(1)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 120.332 301.863 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 124.816 301.863 Tm
(6)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 129.299 301.863 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 133.782 301.863 Tm
(12)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 50.1121 290.567 Tm
([39])Tj
1.02 0 0 1 70.0309 290.567 Tm
[(Cihang)-408.005(Xie,)-448.992(Jian)13.9852(yu)-408.017(W)79.013(ang,)-450.017(Zhishuai)-407.988(Zhang,)-448.996(Y)109.01(uyin)-408.001(Zhou,)]TJ
10.959 TL
T*[(Lingxi)-303.991(Xie,)-317.997(and)-303.998(Alan)-304.018(Y)109.008(uille.)-540.993(Adv)15.005(ersarial)-303.992(e)15.0076(xamples)-303.986(for)-303.992(se-)]TJ
T*[(mantic)-260.01(se)14.9956(gmentation)-259.992(and)-260.006(obj)1.02106(ect)-260(detection.)-400.009(In)]TJ
/R35 8.9664 Tf
164.766 0 Td
(International)Tj
-165.056 -10.959 Td
[(Confer)35.9842(ence)-257.988(on)-258.016(Computer)-258.99(V)73.0095(ision)]TJ
/R31 8.9664 Tf
115.057 0 Td
[(,)-261.978(2017.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.02 0 0 1 215.966 257.69 Tm
(1)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.02 0 0 1 220.539 257.69 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.02 0 0 1 225.221 257.69 Tm
(2)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.02 0 0 1 229.795 257.69 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.02 0 0 1 234.468 257.69 Tm
(6)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.02 0 0 1 239.041 257.69 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.02 0 0 1 243.723 257.69 Tm
(7)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.02 0 0 1 248.296 257.69 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.02 0 0 1 252.97 257.69 Tm
(8)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.02 0 0 1 257.543 257.69 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.02 0 0 1 262.225 257.69 Tm
(11)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.02 0 0 1 271.371 257.69 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.02 0 0 1 276.054 257.69 Tm
(14)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1.02 0 0 1 285.199 257.69 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 69.359 246.731 Tm
(15)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 50.1121 235.435 Tm
([40])Tj
1.02 0 0 1 70.0309 235.435 Tm
[(Enze)-257.005(Xie,)-259.995(W)77.988(enhai)-257.007(W)79.013(ang,)-259.995(Zhiding)-256.985(Y)107.983(u,)-259.991(Anima)-257.02(Anandkumar)40.0044(,)]TJ
-0.16659 -10.959 Td
[(Jose)-280.984(M)-280.988(Alv)23.9863(arez,)-290.008(and)-281.02(Ping)-281.998(Luo.)-467.999(Se)14.0119(gform)1.00371(er:)-377.02(Simple)-281.013(and)-281.021(ef-)]TJ
0.16659 -10.9582 Td
[<026369656e74>-266.02(design)-265.002(for)-266.021(semantic)-265.004(se)14.9956(gmentation)-266.013(with)-265.004(transformers.)]TJ
1.007 0 0 1 70.0309 202.559 Tm
(In)Tj
/R35 8.9664 Tf
9.69037 0 Td
[(Advances)-248.008(in)-247.02(Neur)14.9824(al)-248.015(Information)-247.988(Pr)44.9796(ocessing)-246.992(Systems)]TJ
/R31 8.9664 Tf
187.885 0 Td
[(,)-247.995(v)20(ol-)]TJ
1 0 0 1 70.0309 191.6 Tm
[(ume)-249.989(34,)-250(2021.)]TJ
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 124.564 191.6 Tm
(1)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 129.048 191.6 Tm
(,)Tj
ET
Q
0 0.890625 0.939453 0.280029 k
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 133.531 191.6 Tm
(6)Tj
ET
Q
0 g
q
10 0 0 10 0 0 cm BT
/R31 8.9664 Tf
1 0 0 1 138.014 191.6 Tm
(,)Tj
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