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10/03/2022
Module-wise Training of Residual Networks via the Minimizing Movement Scheme
Greedy layer-wise or module-wise training of neural networks is compelli...
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06/10/2021
A Neural Tangent Kernel Perspective of GANs
Theoretical analyses for Generative Adversarial Networks (GANs) generall...
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06/08/2021
LEADS: Learning Dynamical Systems that Generalize Across Environments
When modeling dynamical systems from real-world data samples, the distri...
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10/09/2020
Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting
Forecasting complex dynamical phenomena in settings where only partial k...
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06/04/2019
Optimal Unsupervised Domain Translation
Domain Translation is the problem of finding a meaningful correspondence...
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02/26/2019