Causally Sufficient and Necessary Feature Expansion for Class-Incremental Learning

Zhen Zhang, Jielei Chu, Jiangtao Hu +4

Current expansion-based methods for Class Incremental Learning (CIL) effectively mitigate catastrophic forgetting by freezing old features. However, such task-specific features lea…