Causally Sufficient and Necessary Feature Expansion for Class-Incremental Learning

arXiv:2603.09145v3 Announce Type: replace-cross Abstract: Current expansion-based methods for Class Incremental Learning (CIL) effectively mitigate catastrophic forgetting by freezing old features. However, such task-specific features learned from the new task may collide with the old features....