Author

Yuhao Zhan

2 papers indexed here

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Preprint Aug 2026

PACE-Bench: Benchmarking Physics Adaptation via Code Evolution in Dynamic Environments

Results show that simulator-grounded reflection is more reliable than unverified self-revision, while memory anchors agents to early designs and broad tree search explores without converging, pointing to mechanism redesign rather than parameter inference as the central bottleneck.

Yuhao Zhan, Bing-Xiang He, Zecong Tang et al. · 0 citations

#artificial intelligence Preprint Sep 2026

StudyBench: Can Self-Evolution Squeeze Textbooks for Olympiad Capability?

StudyBench is introduced, a controlled physics benchmark that directly measures how efficiently a self-evolution method converts training material into capability, and turns self-evolution progress from an open-ended pursuit into a measurable target for future research.

Ying-Hao Chen, Zi-Xi Chen, Bingxiang He et al. · 0 citations