Key-Value Pair-Free Continual Learner via Task-Specific Prompt-Prototype

arXiv:2601.04864v1 Announce Type: new Abstract: Continual learning aims to enable models to acquire new knowledge while retaining previously learned information. Prompt-based methods have shown remarkable performance in this domain; however, they typically rely on key-value pairing, which can intro…