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Redundancy of Hidden Layers in Deep Learning: An Information Perspective

Sep 19, 2020
Chenguang Zhang, Yuexian Hou, Dawei Song, Liangzhu Ge, Yaoshuai Yao


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A Tensorized Transformer for Language Modeling

Aug 09, 2019
Xindian Ma, Peng Zhang, Shuai Zhang, Nan Duan, Yuexian Hou, Dawei Song, Ming Zhou

* Submitted to NeurIPS 2019 

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A Confident Information First Principle for Parametric Reduction and Model Selection of Boltzmann Machines

Feb 05, 2015
Xiaozhao Zhao, Yuexian Hou, Dawei Song, Wenjie Li

* 16pages. arXiv admin note: substantial text overlap with arXiv:1302.3931 

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Understanding Boltzmann Machine and Deep Learning via A Confident Information First Principle

Oct 09, 2013
Xiaozhao Zhao, Yuexian Hou, Qian Yu, Dawei Song, Wenjie Li


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On Tsallis Entropy Bias and Generalized Maximum Entropy Models

Apr 07, 2010
Yuexian Hou, Tingxu Yan, Peng Zhang, Dawei Song, Wenjie Li

* 29 pages 

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