Adversarial Robustness on CIFAR-10 (Auto-Attack)
99.2FGSM Robust Accuracy
Proposed method (FGSM)
Updated 4d ago
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
2026.01 | 99.2 | - | - | - | 100 | 100 | 100 | 99.4 | 91.1 | 100 | |
2026.01 | 57 | - | - | - | 79.7 | 69.6 | 81.8 | 58.9 | 17 | 68.3 | |
2026.01 | 13.9 | - | - | - | 15.2 | 14.7 | 14.9 | 14.9 | 4 | 14.4 | |
2026.01 | 7.9 | - | - | - | 78.7 | 45.7 | 78.8 | 7.2 | 1.6 | 71.8 | |
2026.01 | 0.6 | - | - | - | 28.8 | 7.8 | 13.8 | 0.8 | 0.3 | 55.2 | |
2026.01 | 0.1 | - | - | - | 13.9 | 3.2 | 3.8 | 0.4 | 0.1 | 52.5 | |
2021.11 | - | 47.29 | 41.08 | 6.21 | - | - | - | - | - | - | |
2021.11 | - | 48.37 | 47.88 | 0.49 | - | - | - | - | - | - | |
2021.11 | - | 65.66 | 63.93 | 1.73 | - | - | - | - | - | - | |
2021.11 | - | 66.99 | 67.15 | -0.16 | - | - | - | - | - | - |