Task-incremental continual learning on CIFAR100 20 Task (test)
90.1Average Task Accuracy (AAT)Coherence head
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Coherence headBackbone=ViT-B/16 + PCA, Readout protocol=log-space readout, Frozen representation=frozen coherence head2026.04 | 90.1 | 0 | |
| Full IBFBackbone=ViT-B/16 + PCA, Readout protocol=log-space readout, Stored raw data=zero, Frozen representation=frozen coherence head2026.04 | 89.2 | 0.004 | |
| ARROW2026.03 | 73.52 | — | |
| TRAC2026.03 | 73.32 | — | |
| Replay MLPBackbone=ViT-B/16 + PCA, Readout protocol=log-space readout, Stored raw data=5,000 samples, Frozen representation=frozen coherence head2026.04 | 72.3 | 0.234 | |
| L2P2026.03 | 67.54 | — | |
| NaP2026.03 | 66.93 | — | |
| Baseline2026.03 | 66.53 | — | |
| CBP2026.03 | 66.18 | — | |
| EWCBackbone=ViT-B/16 + PCA, Readout protocol=log-space readout, Stored raw data=zero, Frozen representation=frozen coherence head2026.04 | 31.1 | 0.681 | |
| MLPBackbone=ViT-B/16 + PCA, Readout protocol=log-space readout, Stored raw data=zero, Frozen representation=frozen coherence head2026.04 | 27.6 | 0.719 |