recall-hierarchical-merging

【数据与研究】Prevents catastrophic forgetting in continual learning by merging models using layer-wise hidden representations as similarity proxies. Shallow layers preserve domain-general features while deep layers enable task-specific adaptation, enabling seamless multi-domain integration without task labels or historical data.

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