Preprint
Aug 2026
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.
Zhiming Xu, Huiyu Yi, Zhenghe Xie et al.
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