Adversarial Attack
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
93AAS
5
Mar 10, 2026
61AAS
5
Mar 10, 2026
74AAS
5
Mar 10, 2026
65Average Attack Success (AAS)
5
Mar 10, 2026
58AAS
5
Mar 10, 2026
0.65ASR
5
Feb 26, 2026
55ASR
5
Feb 26, 2026
46ASR
5
Feb 26, 2026
25ASR
5
Feb 26, 2026
67ASR
5
Feb 26, 2026
5.565Attack Latency (s)
5
Feb 26, 2026
42.78Attack Success Rate
5
Feb 26, 2026
25.3Inception v3 Robust Accuracy
5
Feb 26, 2026
3.04Median ||δ||p
5
Feb 26, 2026
96Success Rate
5
Feb 26, 2026
45.2ASR
4
Jul 7, 2026
92.28ASR
4
May 25, 2026
93.47ASR
4
May 25, 2026
51ASR
4
May 22, 2026
74ASR
4
May 22, 2026
3.3ASR (GPT-5.4 Thinking)
4
May 22, 2026
62.87ASR (L-inf, 4/255)
4
May 21, 2026
33.21ASR (L-inf, eps=4/255)
4
May 21, 2026
0.4Perturbation Magnitude (L-inf)
4
Apr 29, 2026
0.1Perturbation Magnitude (L-inf)
4
Apr 29, 2026