Continual Image Classification on Split-CIFAR-10 (5 tasks, 2 classes)
79.5AccuracyNestedCapsule Oracle
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NestedCapsule OracleNotes=+1.8pp over HyperNet Oracle2026.03 | 79.5 | — | |
| NestedCapsule Gradient CtxNotes=New SOTA2026.03 | 78.5 | — | |
| HyperNet OracleNotes=One-hot task ID2026.03 | 77.7 | — | |
| HyperNet Gradient ContextNotes=Oracle gap only 0.7pp2026.03 | 77 | -77 | |
| HyperNet Learned (batch)Notes=cos > 0.995 across tasks2026.03 | 54.4 | — | |
| SGD + ReplayNotes=Catastrophic forgetting2026.03 | 46 | 0 |