Robustness Verification
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
0Vulnerable Samples
90
Mar 4, 2026
0Vulnerable Samples Count
50
Mar 4, 2026
0Vulnerable Samples
50
Mar 4, 2026
50Samples Triggering Refinement
32
Jun 12, 2026
50Samples Triggering Refinement
32
Jun 12, 2026
0.52Verified Error Rate
28
Jul 7, 2026
100Certified Accuracy (eps=0.05)
22
Mar 4, 2026
559Solved Count
20
Mar 10, 2026
54Verified Accuracy
20
Feb 27, 2026
0Computation Time (s)
16
Jul 7, 2026
98.8Clean Accuracy
16
Jun 2, 2026
1.5Verified Error
14
Jul 7, 2026
100Certified Rate
13
Apr 28, 2026
75Certified Accuracy
9
Apr 28, 2026
62Verification Rate
9
Feb 26, 2026
0Processing Time (s)
8
Jul 7, 2026
3,586Solved Count
8
Mar 10, 2026
70.5Verified Accuracy
8
Feb 27, 2026
0.605Verified Accuracy
8
Feb 26, 2026
99.98PRSV
6
Jun 9, 2026
90Verified Accuracy
6
Feb 26, 2026
88.89Verified Accuracy
6
Feb 26, 2026
76Verified Accuracy
6
Feb 26, 2026
188Solved Count
5
Mar 10, 2026
599All Instances Solved
5
Mar 10, 2026