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cs.AI2026
Functional Subnetwork Localization for Efficient Continual Learning in Large Language Models
Shuoran Jiang, Wentao Zhu, Yang Xiang +8
Biological intelligence continually adapts to new information while retaining prior skills through localized plasticity. In contrast, continual learning in large language models (L…
cs.CL2026
FSE: Continual Learning for Named Entity Recognition by Fast-Slow Experts
Yunan Zhang, Yang Fan, Heng Li +2
Continual Learning for Named Entity Recognition (CLNER) enable models to incrementally learn new entity types without forgetting previously acquired ones. However, existing methods…