Continuous Subspace Optimization for Continual Learning

Quan Cheng, Yuanyu Wan, Lingyu Wu +2

Continual learning aims to learn multiple tasks sequentially while preserving prior knowledge, but faces the challenge of catastrophic forgetting when adapting to new tasks. Recent…