Inverse Dirichlet weighting enables reliable training of physics informed neural networks. Machine learning: science and technology, (3)1IOP Publishing Ltd., Feb 15, 2022. [PUMA: FIS_scads training, modeling, neural multi-scale ALGORITHM active physics-informed forgetting, networks, regularization, gradient topic_lifescience catastrophic turbulence, flow multi-objective]