Continual Learning on Split-CIFAR-10 (5T)
69AccuracyEWC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EWCType=Standard global EWC2026.05 | 69 | 7 | |
| KAN-CL+bbEWCBackbone regularization=bbEWC, Classification head=KAN-CL2026.05 | 69 | 4 | |
| MLP+bbEWCBackbone=SmallCNNBackbone, Classification head=MLP, Backbone regularization=bbEWC2026.05 | 66 | 19 | |
| SIType=Synaptic intelligence2026.05 | 63 | 14 | |
| FinetuneRegularization=None2026.05 | 59 | 30 | |
| KAN-CL (head only)Backbone regularization=None, Classification head=KAN-CL2026.05 | 58 | 29 |