no code implementations • 2 Jul 2021 • Suryanarayana Maddu, Dominik Sturm, Christian L. Müller, Ivo F. Sbalzarini
We characterize and remedy a failure mode that may arise from multi-scale dynamics with scale imbalances during training of deep neural networks, such as Physics Informed Neural Networks (PINNs).