Adversarial Attack
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
41.3ASR
11
May 27, 2026
69.72ASR
11
Feb 26, 2026
47Attack Success Rate (ASR)
10
May 20, 2026
25.11Fast-AT
10
Mar 17, 2026
63ASR (L0 < 200)
10
Feb 26, 2026
7,603ASR
10
Feb 26, 2026
66Computation Time (s)
9
Jun 26, 2026
81.24ASR@30
9
Feb 26, 2026
9Delta Drop
9
Feb 26, 2026
0.16Delta Drop
9
Feb 26, 2026
0.14Delta Drop
9
Feb 26, 2026
0.258CLIP Similarity (RN-50)
9
Feb 26, 2026
0.243CLIP Similarity (RN-50)
9
Feb 26, 2026
100ASR (General)
9
Feb 26, 2026
96Raw ASR (Drebin)
8
Jun 26, 2026
94Raw ASR (Drebin)
8
Jun 26, 2026
4.68ASR
8
Jun 16, 2026
44.56ASR
8
Jun 16, 2026
51.2ASR
8
May 22, 2026
24.6ASR
8
May 22, 2026
38Attack Success Rate (ASR)
8
May 22, 2026
74.9Attack Success Rate (ASR)
8
May 22, 2026
60.1ASR
8
May 22, 2026
67ASR (%)
8
May 22, 2026
10Attack Success Rate (ASR)
8
May 22, 2026