Certified Robustness
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
94.5Accuracy (Standard)
26
Jun 4, 2026
99.2Certified Accuracy (R=0.00)
24
Jun 29, 2026
79Certified Accuracy (R=0.00)
18
Jun 2, 2026
6.2Inference Time (s)
18
May 26, 2026
768,560Average Sample Count
18
Feb 26, 2026
95Wins A
15
Feb 26, 2026
97Wins A
15
Feb 26, 2026
85.4Certified Accuracy (L2, r=0.0)
14
Apr 29, 2026
54.3Clean Accuracy
11
Jun 4, 2026
71.6Certified Accuracy (L1 R=0.5)
8
Jun 29, 2026
86.1Certified Accuracy (L1, R=0.5)
8
Apr 29, 2026
78.8Certified Accuracy
6
Jun 29, 2026
90.4Certified Acc (eps=0.0)
6
Feb 26, 2026
28.02CertAcc@0
5
Jun 4, 2026
87.64Certified Accuracy @0
5
Jun 4, 2026
61.2Certified Radius (L-inf)
4
Apr 15, 2026
3.99Average Certified Image Radius (r_bar)
3
May 14, 2026
69Certified Acc (eps=0.0)
3
Feb 26, 2026
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—Primary metric
0
Feb 26, 2026