Author

Zecong Tang

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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

Review Aug 2026

Co-Evolution in Agentic Systems: Toward Self-Directed Evolution Beyond Human Design

This survey focuses on co-evolution in agentic systems, a multi-component form of self-evolution in which multiple agents and their environment impose adaptive pressure on one another.

Qing Zong, Jiayu Liu, Junhao Shen et al. · 0 citations