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07/13/2022
Implicit regularization of dropout
It is important to understand how the popular regularization method drop...
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05/26/2022
Embedding Principle in Depth for the Loss Landscape Analysis of Deep Neural Networks
Unraveling the general structure underlying the loss landscapes of deep ...
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07/08/2021
MOD-Net: A Machine Learning Approach via Model-Operator-Data Network for Solving PDEs
In this paper, we propose a model-operator-data network (MOD-Net) for so...
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01/19/2019
