Convergence of the Deep Galerkin Method for Finite State Mean Field Control Problems

William Hofgard, Jingruo Sun, Asaf Cohen

We establish the convergence of the deep Galerkin method (DGM), a deep learning-based scheme for solving high-dimensional nonlinear PDEs, for Hamilton-Jacobi-Bellman (HJB) equation…