Inverse Dirichlet weighting enables reliable training of physics informed neural networks. Machine learning: science and technology, (3)1IOP Publishing Ltd., 15.02.2022. [PUMA: topic_lifescience ALGORITHM FIS_scads active catastrophic flow forgetting, gradient modeling, multi-objective multi-scale networks, neural physics-informed regularization, training, turbulence,]