most citedVariational Autoencoders for Learning Nonlinear Dynamics of Physical Systems

14 citations · 14 across the 1 of their papers we have counts for

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1 paper

cs.LG2020★ 14 cited

Variational Autoencoders for Learning Nonlinear Dynamics of Physical Systems

Ryan Lopez, Paul J. Atzberger

We develop data-driven methods for incorporating physical information for priors to learn parsimonious representations of nonlinear systems arising from parameterized PDEs and mech…