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06/18/2021
A Probabilistic Representation of DNNs: Bridging Mutual Information and Generalization
Recently, Mutual Information (MI) has attracted attention in bounding th...
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10/27/2020
A Probabilistic Representation of Deep Learning for Improving The Information Theoretic Interpretability
In this paper, we propose a probabilistic representation of MultiLayer P...
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06/16/2020
PAC-Bayesian Generalization Bounds for MultiLayer Perceptrons
We study PAC-Bayesian generalization bounds for Multilayer Perceptrons (...
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10/22/2019
Explicitly Bayesian Regularizations in Deep Learning
Generalization is essential for deep learning. In contrast to previous w...
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08/26/2019
A Probabilistic Representation of Deep Learning
In this work, we introduce a novel probabilistic representation of deep ...
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06/01/2019