Task-incremental Continual Learning on CIFAR-100 Split
10.3AutoAttack Success Rate (%)SGD
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SGD2025.06 | 10.3 | 12.8 | 19.4 | 46.5 | -0.49 | |
| OGD2025.06 | 11.8 | 14.1 | 18.9 | 44.2 | -0.5 | |
| A-GEM2025.06 | 12.6 | 12.9 | 20.7 | 40.6 | -0.48 | |
| EWC2025.06 | 12.6 | 23.2 | 30.5 | 56.8 | -0.35 | |
| SI2025.06 | 13 | 15.2 | 19.8 | 45.4 | -0.48 | |
| GEM2025.06 | 21.2 | 19.4 | 47.7 | 60.6 | -0.13 | |
| GPM2025.06 | 34.4 | 36.6 | 53.7 | 58.2 | -0.1 | |
| DGP2025.06 | 36.6 | 39.2 | 48 | 67.2 | -0.13 | |
| SHIELD2025.06 | 60.91 | 59.77 | 45.37 | 64.24 | -0.34 | |
| SHIELDIMInterval MixUp=true2025.06 | 63.08 | 62.39 | 46.48 | 67.45 | -0.41 |