Continual Learning on Rotated MNIST (Adversarial Robustness and Transfer Metrics)
85.64AutoAttack AccuracySHIELD
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SHIELD2025.06 | 85.64 | 92.94 | 83.82 | 95.62 | -0.03 | |
| SHIELDIMInterval MixUp=true2025.06 | 82.91 | 97.88 | 83.03 | 98.32 | -0.08 | |
| DGP2025.06 | 81.6 | 82.6 | 78.6 | 98.1 | 0 | |
| GPM2025.06 | 68.8 | 71.5 | 65.9 | 97.1 | -0.01 | |
| EWC2025.06 | 45.1 | 49.5 | 46.5 | 80.7 | -0.18 | |
| OGD2025.06 | 19.7 | 23.8 | 23.8 | 48 | -0.55 | |
| SGD2025.06 | 14.1 | 9.9 | 20.4 | 32.3 | -0.71 | |
| A-GEM2025.06 | 14.1 | 21.6 | 24.8 | 45.4 | -0.57 | |
| SI2025.06 | 13.9 | 15.3 | 20.1 | 33 | -0.72 | |
| GEM2025.06 | 11.9 | 76.5 | 74.4 | 96.7 | -0.01 |