Author

Leijun Zhou

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Preprint Aug 2026

GoalEvolve: From Handcrafted Algorithm Priors to Goal-Driven Evolution of Physical Design Algorithms

Physical design algorithms operate within tightly coupled, multi-stage optimization flows, where stage-local gains may vanish or induce downstream degradation. Existing program-evolution frameworks often rely on stage-local objectives or undifferentiated multi-metric feedback, which neither guarantee better final resul...

Hai-Xu Liu, Leijun Zhou, Yuhao Ren et al. · 0 citations

Preprint Aug 2026

GDPevo: Evaluating Agent Self-Evolution on Real Business Tasks

GDPevo is presented, an evolution-native benchmark grounded in GDP-related enterprise workflows, together with the fully automated data pipeline that generates it, and the best evolved agents remain far below the fully informed oracle ceiling, indicating that the self-evolution ability of current agents remains far fro...

Leijun Zhou, Zhihao Liu, Xiang Qu et al. · 1 citation