2 papers
physics.comp-ph2025
Physics-informed sampler for solver-free data generation in operator learning
Wen You, Shaoqian Zhou, Xuhui Meng +1
Neural operators offer fast surrogates for parametric PDEs but typically rely on costly datasets generated by repeated numerical solves. We propose a physics-informed sampler (PI-s…
physics.comp-ph2025
Scalable physics-informed deep generative model for solving forward and inverse stochastic differential equations
Shaoqian Zhou, Wen You, Ling Guo +1
Physics-informed deep learning approaches have been developed to solve forward and inverse stochastic differential equation (SDE) problems with high-dimensional stochastic space. H…