Author

Zi-Hao Deng

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FinEvolveBench: A Benchmark for Self-Evolving Agents on Low-Repetition Tasks with Implicit Rewards

Zi-Hao Deng, Yi-Ning Zhu, Lei-Ming Wang et al. · 0 citations

Preprint Aug 2026

Tree-of-Experience: Hierarchical Experience Management for Self-Evolving Agents

Experimental results show that ToE substantially improves both problem-solving performance and efficiency and organizes the experience into a shared tree of analytical perspectives and reasoning paths, whose reliability is calibrated through environmental outcomes to support systematic updating, transfer, and efficient...

Zi-Hao Deng, Yi-Ning Zhu, Lei-Ming Wang et al. · 0 citations