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

1.1k citations · 2.4k across the 32 of their papers we have counts for

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cs.CE2024

Micrometer: Micromechanics Transformer for Predicting Mechanical Responses of Heterogeneous Materials

Sifan Wang, Tong-Rui Liu, Shyam Sankaran +1

Heterogeneous materials, crucial in various engineering applications, exhibit complex multiscale behavior, which challenges the effectiveness of traditional computational methods.…