Adversarial Robustness
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
47.7Attack Success Rate (ASR)
76
Jun 4, 2026
49.71PGD Accuracy (L-inf)
48
May 27, 2026
66.74Natural Acc
46
Jun 4, 2026
89.85Clean Accuracy
40
Jun 4, 2026
53FGSM Robustness
34
Feb 27, 2026
99.2FGSM Robust Accuracy
30
Apr 28, 2026
70.25Clean Acc
24
Feb 26, 2026
72.3Robust Accuracy
24
Feb 26, 2026
0.13GCG Rate
21
Feb 26, 2026
50.66Clean Accuracy
20
Feb 26, 2026
66.02Clean Accuracy
18
Jun 4, 2026
74FGSM Accuracy
18
Feb 26, 2026
0ASR
18
Feb 26, 2026
26ASR
18
Feb 26, 2026
13.4Accuracy
18
Feb 26, 2026
98.5Final Auto-Attack Accuracy
16
Mar 13, 2026
31.42DAR
15
Jun 23, 2026
61.32DAR
15
Jun 23, 2026
12.34DAR
15
Jun 23, 2026
85.04DAR
15
Jun 23, 2026
84.76DAR
15
Jun 23, 2026
83.29Clean Accuracy
14
Feb 26, 2026
9.76Attack Success Rate
14
Jun 4, 2026
169Explicit Refusals Count
12
Apr 21, 2026
498Number of Explicit Refusals
12
Apr 21, 2026