Shiyuan Ren

Understanding the Forgetting of (Replay-based) Continual Learning via Feature Learning: Angle Matters

Continual learning (CL) is crucial for advancing human-level intelligence, but its theoretical understanding, especially regarding factors influencing forgetting, is still relatively limited. This work aims to build a unified theoretical framework for understanding CL using feature learning theory.…