2 papers
cs.LG2026
A Randomized PDE Energy driven Iterative Framework for Efficient and Stable PDE Solutions
Yi Bing, Zheng Ran, Fu Jinyang +2
Efficient and stable solution of partial differential equations (PDEs) is central to scientific and engineering applications, yet existing numerical solvers rely heavily on matrix…
math.NA2026
Diffusion models with physics-guided inference for solving partial differential equations
Yi Bing, Liu Jia, Fu Jinyang +1
Diffusion models have recently emerged as powerful stochastic frameworks for high-dimensional inference and generation. However, existing applications to partial differential equat…