Coupling parameter and particle dynamics for adaptive sampling in Neural Galerkin schemes

Yuxiao Wen, Eric Vanden-Eijnden, Benjamin Peherstorfer

Training nonlinear parametrizations such as deep neural networks to numerically approximate solutions of partial differential equations is often based on minimizing a loss that inc…