Image Classification on CIFAR-10 L-infinity (test)
87.14Clean AccuracyAT [36]
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AT [36]2026.05 | 87.14 | 44.04 | |
| FreeAT [41]2026.05 | 86.11 | 41.47 | |
| FastAT [48]2026.05 | 83.34 | 43.21 | |
| Defense [14] + MuonCategory=Defense [14]2026.05 | 83.16 | 46.71 | |
| Softmax Cross-Entropy Loss [38]2026.05 | 80.89 | 43.48 | |
| Defense [14] + SGDCategory=Defense [14]2026.05 | 80.02 | 44.11 | |
| FastAT’s variant [2]2026.05 | 79.84 | 43.93 | |
| Defense [14] + AdamWCategory=Defense [14]2026.05 | 69.92 | 42.47 |