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20242026
most citedA Structure-Preserving Framework for Solving Parabolic Partial Differential Equations with Neural Networks

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math.NA2026

Generalized Transferable Neural Networks for Steady-State Partial Differential Equations

Tao Cheng, Lili Ju, Zhonghua Qiao +1

Deep learning has emerged as a compelling framework for scientific and engineering computing, motivating growing interest in neural network-based solvers for partial differential e…