Generative Replay Inspired by Hippocampal Memory Indexing for Continual Language Learning
Aru Maekawa,
Hidetaka Kamigaito,
Kotaro Funakoshi
et al.
Abstract:Continual learning aims to accumulate knowledge to solve new tasks without catastrophic forgetting for previously learned tasks. Research on continual learning has led to the development of generative replay, which prevents catastrophic forgetting by generating pseudosamples for previous tasks and learning them together with new tasks. Inspired by the biological brain, we propose the hippocampal memory indexing to enhance the generative replay by controlling sample generation using compressed features of previ… Show more
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