Zhiming Xu

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

TAILS resolves cross-task ambiguity at the representation level, while leaving the original PTM, method-specific modules, and classifier unchanged, and can improve classification and task-inference performance with modest parameter overhead and negligible inference cost.