Robustness Certification
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
9,900Certified Ratio
15
Feb 26, 2026
74.2Certification Rate
12
May 13, 2026
97.2Certified Rate
10
May 13, 2026
768,560Average Samples
9
Feb 26, 2026
86.55Generalization Bound
7
Jul 9, 2026
41Certification Score
6
May 13, 2026
98.8Certification Rate (0.05% Bias)
6
Feb 26, 2026
89Certification Rate (0.05% bias)
6
Feb 26, 2026
0.09Empirical Delta
5
Feb 26, 2026
0.08Empirical Delta
5
Feb 26, 2026
99Certified Ratio
5
Feb 26, 2026
12.9Certified Rate
4
May 13, 2026
0.05Empirical Delta
4
Feb 26, 2026
94.5Certification Rate (0.05% bias)
4
Feb 26, 2026
47Verified Robust Accuracy (VRA)
3
Mar 17, 2026