Adversarial Attack
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
9,530ASR (General)
222
Feb 26, 2026
99Attack Success Rate
178
Feb 26, 2026
100ASR
145
May 14, 2026
2.158Median L2 Distance
112
May 26, 2026
99.7Success Rate
107
May 22, 2026
2.51Median L2 Distance
96
Feb 26, 2026
95.6ASR
80
Jun 19, 2026
59.06Accuracy
80
Mar 16, 2026
2,856.96Cumulative Reward
80
Feb 26, 2026
21Cumulative Reward
80
Feb 26, 2026
0.694Median L2 Distance
80
Feb 26, 2026
84.4Attack Success Rate
64
May 21, 2026
100Attack Success Rate
64
Mar 25, 2026
1.696Median L2 Distance
64
Feb 26, 2026
0.113Median L2 Distance
64
Feb 26, 2026
76.58Accuracy
63
Mar 16, 2026
44Success Rate (T)
60
Feb 26, 2026
72.9ASR
58
May 26, 2026
99.77ASR (Average)
56
May 21, 2026
100ASR
50
May 21, 2026
0.863ASR
48
Mar 6, 2026
79.7Inc-v3ens3
48
Feb 26, 2026
100ASR
46
Apr 14, 2026
100ASR
45
May 12, 2026
79.6M
44
Feb 26, 2026