Tree-of-Experience: A Structured Experience-Management Solution for Self-Evolving Agents under Low-Repetition and Implicit-Reward Environments

In three linesNew paper on structured experience management for LLM agents in implicit-reward environments. Introduces FinEvolveBench, a financial sentiment prediction benchmark with delayed, noisy feedback, and Tree-of-Experience (ToE), an experience organization and validation method that outperforms no-experience baselines.

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