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20242026
most citedPFWNN: A deep learning method for solving forward and inverse problems of phase-field models

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cs.LG2026

StablePDENet: Enhancing Neural Operator Stability through Physics-Informed Residual-Sensitivity Regularization

Chutian Huang, Chang Ma, Kaibo Wang +1

Learning solution operators for differential equations with neural networks has shown great potential in scientific computing, but ensuring their stability under input perturbation…