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Travel Back To Move Forward: Retrospective Exploration and Evolving for Long Horizon Agents

Ye, Ziang et al.
arXiv (All) · Papers
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computation-and-language
Large language model agents increasingly operate in long-horizon environments where early mistakes can trigger cascading failures and trap agents in dead-end trajectories. Agents must therefore be able to proactively recover from such states and turn their exploratory experience into guidance for su
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