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News/Functional Subnetwork Localization for Efficient Continual Learning in Large Language Models
arxiv
PublishedOctober 16, 2026 at 4:00 AM

Functional Subnetwork Localization for Efficient Continual Learning in Large Language Models

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arXiv:2610.21537v1 Announce Type: new Abstract: Biological intelligence continually adapts to new information while retaining prior skills through localized plasticity. In contrast, continual learning in large language models (LLMs) remains vulnerable to catastrophic forgetting. A promising directio

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