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.
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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