Adversarial Robustness
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
27Unsafe Ratio
8
Apr 7, 2026
97.7Accuracy
8
Feb 27, 2026
30.02Clean Accuracy
8
Feb 26, 2026
76.34C-OODd
8
Feb 26, 2026
42.76Natural Accuracy (Best)
8
Feb 26, 2026
65.06APGD Avg Score
7
Mar 31, 2026
0.771Top-1 Error Rate
7
Feb 26, 2026
72.52FGSM Error
6
Jun 25, 2026
3.8Injection Rate (Inj)
6
Jun 11, 2026
18.21ASR
6
Jun 4, 2026
11.69ASR (%)
6
Jun 4, 2026
99.55Classification Accuracy
6
Feb 26, 2026
76.73AdvGLUE Score
6
Feb 26, 2026
98.22Robustness Score
5
May 26, 2026
97.06Robustness Score
5
May 26, 2026
99.79Robustness Score
5
May 26, 2026
99.4Score
5
May 26, 2026
92.9Error Rate
5
Feb 26, 2026
62.8Robust Acc (AA)
5
Feb 26, 2026
55.53Robust Accuracy (L1, eps=12)
4
Jul 7, 2026
65.11Robust Accuracy (L1, eps=12)
4
Jul 7, 2026
91.2ILA
4
Feb 27, 2026
19.5ASR
4
Feb 26, 2026
0.435ASR
4
Feb 26, 2026
0Attack Success Rate
4
Feb 26, 2026