Adversarial Attack
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
0.12Perturbation Magnitude (L-inf)
4
Apr 29, 2026
0.19Perturbation Magnitude (L-inf)
4
Apr 29, 2026
0.16Perturbation Magnitude (L-inf)
4
Apr 29, 2026
0.12Perturbation Magnitude (L-inf)
4
Apr 29, 2026
56.2OS
4
Apr 28, 2026
67ASR (2.0m)
4
Mar 23, 2026
88ASR
4
Feb 26, 2026
94ASR
4
Feb 26, 2026
76.72Attack Success Rate
4
Feb 26, 2026
71.29Attack Success Rate
4
Feb 26, 2026
59ASR (%)
4
Feb 26, 2026
89.54ASR (e=2/255)
4
Feb 26, 2026
74.52Attack Success Rate
4
Feb 26, 2026
0Clean Accuracy
4
Feb 27, 2026
37.98Attack Success Rate
4
Feb 26, 2026
18.7Attack Success Rate
4
Feb 26, 2026
46.7Bin-ASR
3
Jun 9, 2026
66.2Bin-ASR
3
Jun 9, 2026
31.9Drop
3
May 25, 2026
0.446Performance Drop
3
May 25, 2026
2,240Unique Queries
3
Apr 24, 2026
1,321Unique Queries Count
3
Apr 24, 2026
3,021Unique Queries
3
Apr 24, 2026
59.7Average tSuc
3
Apr 6, 2026
70.8tSuc (INv3ens3)
3
Apr 6, 2026