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Benchmarks
Adversarial Attack Success Rate Profiles on CIFAR-10
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33.21
ASR (L-inf, eps=4/255)
SDM
31.4628
31.9164
32.37
32.8236
May 19, 2026
ASR (L-inf, eps=4/255)
ASR (L-inf, eps=8/255)
ASR (L-inf, eps=12/255)
ASR (L-inf, eps=16/255)
ASR (L-inf, eps=20/255)
ASR (L-inf, eps=24/255)
ASR (L2, eps=0.5)
ASR (L2, eps=1.0)
ASR (L2, eps=1.5)
ASR (L2, eps=2.0)
ASR (L2, eps=2.5)
ASR (L2, eps=3.0)
Updated 13d ago
Evaluation Results
Method
Method
Links
ASR (L-inf, eps=4/255)
ASR (L-inf, eps=8/255)
ASR (L-inf, eps=12/255)
ASR (L-inf, eps=16/255)
ASR (L-inf, eps=20/255)
ASR (L-inf, eps=24/255)
ASR (L2, eps=0.5)
ASR (L2, eps=1.0)
ASR (L2, eps=1.5)
ASR (L2, eps=2.0)
ASR (L2, eps=2.5)
ASR (L2, eps=3.0)
SDM
2026.05
33.21
58.79
80.16
92.63
97.92
99.46
38.17
72.64
92.59
98.72
99.85
99.98
C&W
2026.05
32.59
56.28
77.33
90.89
97.14
99.25
37.94
70.26
89.11
94.27
94.73
94.74
APGD
2026.05
31.81
57.28
79.79
92.93
98.27
99.6
36.86
71.95
93.12
98.94
99.93
99.99
PGD
2026.05
31.53
56.55
78.79
92.12
97.78
99.43
36.51
71.12
92.24
98.7
99.87
99.99
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