Neural Galerkin Schemes with Active Learning for High-Dimensional Evolution Equations

Joan Bruna, Benjamin Peherstorfer, Eric Vanden-Eijnden

Deep neural networks have been shown to provide accurate function approximations in high dimensions. However, fitting network parameters requires informative training data that are…