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20172026
most citedPhysics-Constrained Deep Learning for High-dimensional Surrogate Modeling and Uncertainty Quantification without Labeled Data

1.1k citations · 2.3k across the 25 of their papers we have counts for

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math.NA2020

Deep learning of free boundary and Stefan problems

Sifan Wang, Paris Perdikaris

Free boundary problems appear naturally in numerous areas of mathematics, science and engineering. These problems present a great computational challenge because they necessitate n…