Task-Anchored Representation Shaping for Pre-Trained Model-Based Continual Learning

Zhiming Xu, Huiyu Yi, Zhen-Hao Xie +4

Pre-trained models (PTMs) provide a strong foundation for continual learning by offering stable representations that facilitate lightweight adaptation to new tasks. However, adapti…