Author

Yuhao Zhan

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Preprint Aug 2026

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

Self-evolving agents improve future behavior from interaction experience, yet existing evaluations typically optimize under fixed execution conditions and do not test recovery after those conditions change. To address this gap, we introduce PACE-Bench (Physics Adaptation via Code Evolution), a simulator-grounded benchm...

Yuhao Zhan, Bingxiang 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