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Yaliang Li

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#natural language process... Preprint Sep 2026

Rollback the World, Keep the Reflection: Rollback-Induced Reflection for Long-Horizon LLM Agents

Rollback-Induced Reflection (RIR) is proposed, a unified recovery framework that restores execution to a selected prior state while carrying forward reusable knowledge distilled from the abandoned trajectory to guide subsequent decisions.

Yi Yu, Liuyi Yao, Yaliang Li et al. · 2 citations