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Zhong-Ying Deng

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#machine learning Preprint Oct 2026

Transferability of Learned States in Neural PDE Solvers

Assessing useful reuse in neural PDE solvers is challenging: final accuracy can reflect source learning and target-time computation. Our reuse contract separates solution accuracy, learning contribution, and numerical utility through paired state comparisons, matched target information and budgets, and cost accounting....

Shun-Ye Wang, Hao-Chen Wen, Shuo-Li Liu et al. · 0 citations

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