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…