672 citations · 1.4k across the 27 of their papers we have counts for
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cs.LG2022★ 11 cited
CROM: Continuous Reduced-Order Modeling of PDEs Using Implicit Neural Representations
Peter Yichen Chen, Jinxu Xiang, Dong Heon Cho +6
The long runtime of high-fidelity partial differential equation (PDE) solvers makes them unsuitable for time-critical applications. We propose to accelerate PDE solvers using reduc…
cs.LG2021★ 1 cited
Model reduction for the material point method via an implicit neural representation of the deformation map
Peter Yichen Chen, Maurizio M. Chiaramonte, Eitan Grinspun +1
This work proposes a model-reduction approach for the material point method on nonlinear manifolds. Our technique approximates the by approximating the deform…