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Liwen Xu

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Preprint Aug 2026

Improving Auto-Design of Neural PDE Solvers with a Domain-Specific Language

ADSL-PDE improves both search efficiency and optimization stability, achieving an improvement of more than 52% within the first ten evolution iterations, suggesting a broader principle for LLM-driven auto-design: effective agents do not merely require stronger reasoning, but rather a search representation that concentr...

Shengxin Kong, Liwen Xu, Jingwen Fu · 1 citation

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