Adversarial Robustness on Permuted MNIST (test)
81.6AutoAttack Robust Accuracy (%)DGP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DGP2025.06 | 81.6 | 81.2 | 75.8 | 97.6 | -0.01 | |
| SHIELD2025.06 | 80.91 | 90.11 | 78.87 | 93.58 | 0.02 | |
| SHIELDIMInterval Mixup=Enabled2025.06 | 80.08 | 97.44 | 79.09 | 97.96 | -0.05 | |
| GPM2025.06 | 70.4 | 72.9 | 65.7 | 97.2 | -0.01 | |
| EWC2025.06 | 39.4 | 43.1 | 50 | 84.9 | -0.12 | |
| OGD2025.06 | 19.7 | 24.1 | 26 | 46.8 | -0.57 | |
| SI2025.06 | 14.3 | 16.5 | 22.3 | 36.9 | -0.67 | |
| SGD2025.06 | 14.1 | 15.4 | 21.8 | 36.8 | -0.66 | |
| A-GEM2025.06 | 14.1 | 19.7 | 22.9 | 48.4 | -0.54 | |
| GEM2025.06 | 12.1 | 75.5 | 72.8 | 96.4 | -0.01 |