Neural Q-learning for solving elliptic PDEs. - Samuel N. Cohen; Deqing Jiang; Justin A. Sirignano (CoRR, 2022)

Global Convergence of Deep Galerkin and PINNs Methods for Solving Partial Differential Equations. - Deqing Jiang; Justin A. Sirignano; Samuel N. Cohen (CoRR, 2023)

Neural Q-learning for solving PDEs. - Samuel N. Cohen; Deqing Jiang; Justin A. Sirignano (J. Mach. Learn. Res., 2023)

Neural Actor-Critic Methods for Hamilton-Jacobi-Bellman PDEs: Asymptotic Analysis and Numerical Studies. - Samuel N. Cohen; Jackson Hebner; Deqing Jiang; Justin A. Sirignano (CoRR, 2025)