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Samuel I Holt

1 accepted papers

2022

Neural Laplace: Learning diverse classes of differential equations in the Laplace domain

ICML 2022oral

Neural Ordinary Differential Equations model dynamical systems with ODEs learned by neural networks. However, ODEs are fundamentally inadequate to model systems with long-range dependencies or discontinuities, which are common in engineering and biological systems. Broader classes of differential eq…