Adversarial Robustness on CIFAR-10 (Auto-Attack)
67.15Final Robust Accuracy
Sub-AT
Updated 19d ago
Evaluation Results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2021.11 | 67.15 | 66.99 | -0.16 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.05 | 66.3 | - | - | - | - | - | - | - | - | - | 90.39 | - | - | - | - | - | - | - | - | |
2025.05 | 64.61 | - | - | - | - | - | - | - | - | - | 90.37 | - | - | - | - | - | - | - | - | |
2021.11 | 63.93 | 65.66 | 1.73 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.05 | 63.38 | - | - | - | - | - | - | - | - | - | 87.5 | - | - | - | - | - | - | - | - | |
2025.05 | 63.35 | - | - | - | - | - | - | - | - | - | 91.12 | - | - | - | - | - | - | - | - | |
2025.05 | 61.51 | - | - | - | - | - | - | - | - | - | 88.1 | - | - | - | - | - | - | - | - | |
2021.11 | 47.88 | 48.37 | 0.49 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.11 | 41.08 | 47.29 | 6.21 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | - | - | - | 99.2 | 100 | 100 | 100 | 99.4 | 91.1 | 100 | - | - | - | - | - | - | - | - | - | |
2026.01 | - | - | - | 0.1 | 13.9 | 3.2 | 3.8 | 0.4 | 0.1 | 52.5 | - | - | - | - | - | - | - | - | - | |
2026.01 | - | - | - | 0.6 | 28.8 | 7.8 | 13.8 | 0.8 | 0.3 | 55.2 | - | - | - | - | - | - | - | - | - | |
2026.01 | - | - | - | 7.9 | 78.7 | 45.7 | 78.8 | 7.2 | 1.6 | 71.8 | - | - | - | - | - | - | - | - | - | |
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 | - | - | - | - | - | - | - | - | - | |
2025.05 | - | - | - | - | - | - | - | - | - | - | - | 89.25 | 72.6 | 89.13 | 72.08 | 89.76 | 73.46 | 89.63 | 72.96 | |
2025.05 | - | - | - | - | - | - | - | - | - | - | - | 91.73 | 79.33 | 91.64 | 78.63 | 92.4 | 80.6 | 92.07 | 79.9 | |
2025.05 | - | - | - | - | - | - | - | - | - | - | - | 70.62 | 49.03 | 70.45 | 48.29 | 79.96 | 59.48 | 79.63 | 60.12 | |
2025.05 | - | - | - | - | - | - | - | - | - | - | - | 90.66 | 75.8 | 90.22 | 74.8 | 91.65 | 77.51 | 90.93 | 76.34 | |
2025.05 | - | - | - | - | - | - | - | - | - | - | - | 16.4 | 16.4 | 10 | 10 | 91.84 | 91.84 | 80.96 | 80.96 | |
2025.05 | - | - | - | - | - | - | - | - | - | - | - | 51.84 | 51.48 | 46.66 | 46.66 | 93.77 | 93.77 | 85.34 | 85.34 | |
2025.05 | - | - | - | - | - | - | - | - | - | - | - | 89.07 | 73.71 | 89.14 | 73.45 | 89.41 | 74.22 | 89.12 | 73.17 |