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A Unified Continual Learning Framework with General Parameter-Efficient Tuning featured image

A Unified Continual Learning Framework with General Parameter-Efficient Tuning

The 'pre-training → downstream adaptation' presents both new opportunities and challenges for Continual Learning (CL). Although the recent state-of-the-art in CL is achieved …

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R-DFCIL: Relation-Guided Representation Learning for Data-Free Class Incremental Learning featured image

R-DFCIL: Relation-Guided Representation Learning for Data-Free Class Incremental Learning

Class-Incremental Learning(CIL) struggles with catastrophic forgetting when learning new knowledge, and Data-Free CIL (DFCIL) is even more challenging without access to the …

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