A fully differentiable GNN-based PDE Solver: With Applications to Poisson and Navier-Stokes Equations

Tianyu Li, Yiye Zou, Shufan Zou +3

In this study, we present a novel computational framework that integrates the finite volume method with graph neural networks to address the challenges in Physics-Informed Neural N…