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03/31/2023
Implementation and (Inverse Modified) Error Analysis for implicitly-templated ODE-nets
We focus on learning unknown dynamics from data using ODE-nets templated...
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02/09/2023
Gentlest ascent dynamics on manifolds defined by adaptively sampled point-clouds
Finding saddle points of dynamical systems is an important problem in pr...
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03/13/2021
Helmholtzian Eigenmap: Topological feature discovery edge flow learning from point cloud data
The manifold Helmholtzian (1-Laplacian) operator Δ_1 elegantly generaliz...
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04/15/2020
LOCA: LOcal Conformal Autoencoder for standardized data coordinates
We propose a deep-learning based method for obtaining standardized data ...
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06/03/2019
