33 citations · 111 across the 14 of their papers we have counts for
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cs.LG2023★ 8 cited
A Spectral Approach for Learning Spatiotemporal Neural Differential Equations
Mingtao Xia, Xiangting Li, Qijing Shen +1
Rapidly developing machine learning methods has stimulated research interest in computationally reconstructing differential equations (DEs) from observational data which may provid…
cs.LG2022★ 15 cited
Spectrally Adapted Physics-Informed Neural Networks for Solving Unbounded Domain Problems
Mingtao Xia, Lucas Böttcher, Tom Chou
Solving analytically intractable partial differential equations (PDEs) that involve at least one variable defined on an unbounded domain arises in numerous physical applications. A…