Adversarial Attack
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
92.7ASR
12
May 22, 2026
59.9Attack Success Rate (ASR)
12
May 22, 2026
68.5Robust Accuracy (MIM)
12
May 22, 2026
26ASR
12
May 15, 2026
60ASR (%)
12
May 15, 2026
30ASR (%)
12
May 15, 2026
88AUC (Pre)
12
May 14, 2026
-9.72Reward
12
Apr 29, 2026
5.43Reward
12
Apr 29, 2026
5.21Reward
12
Apr 29, 2026
19.24Reward
12
Apr 29, 2026
20Reward
12
Apr 29, 2026
20Reward
12
Apr 29, 2026
-546.99Reward Score
12
Apr 29, 2026
20Reward
12
Apr 29, 2026
91ASR
12
Apr 7, 2026
100CNNSpot Performance
12
Feb 26, 2026
98.9CNNSpot Performance
12
Feb 26, 2026
100CNNSpot
12
Feb 26, 2026
39.6ASR
12
Feb 26, 2026
100Success Rate
12
Feb 26, 2026
100Success Rate
12
Feb 26, 2026
100Success Rate
12
Feb 26, 2026
84.22ASR
12
Feb 26, 2026
64.27ASR
12
Feb 26, 2026