Introduces FinEvolveBench and Tree-of-Experience showing structured experience management improves LLM agent performance over baselines in low-repetition implicit-reward settings.
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Tree-of-Experience: A Structured Experience-Management Solution for Self-Evolving Agents under Low-Repetition and Implicit-Reward Environments
Introduces FinEvolveBench and Tree-of-Experience showing structured experience management improves LLM agent performance over baselines in low-repetition implicit-reward settings.