deep Ritz methods

New adaptive Adam optimizer improves deep learning convergence for PDEs

A new paper introduces a learning-rate-adaptive variant of the Adam optimizer designed to improve convergence in deep learning, particularly for solving partial differential equations. The proposed method adjusts the le…