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#machine learning Preprint Oct 2026

From a Prompt to Repertoires: Evolving Functional REpertoires Enable LLM Continual Learning

Continual learning remains challenging for large language models, which must enable models to acquire new skills and knowledge without degrading existing capabilities. Existing approaches typically address this challenge by carefully designing how model parameters are updated. In contrast, prompt optimization avoids co...

Fengyuan Liu, Yue Wang, Hang-Xi Guo et al. · 0 citations

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