ToE organizes agent experience as a hierarchical tree of reasoning perspectives with outcome-calibrated reliability, and reports gains over experience-free baselines on Game of 24 and FinEvolveBench.
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Tree-of-Experience: Hierarchical Experience Management for Self-Evolving Agents
ToE organizes agent experience as a hierarchical tree of reasoning perspectives with outcome-calibrated reliability, and reports gains over experience-free baselines on Game of 24 and FinEvolveBench.