most citedSTENCIL-NET: Data-driven solution-adaptive discretization of partial differential equations

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cs.LG2021

Inverse-Dirichlet Weighting Enables Reliable Training of Physics Informed Neural Networks

Suryanarayana Maddu, Dominik Sturm, Christian L. Müller +1

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 Ne…