Search Results for author: Chenguang Zhang

Found 3 papers, 1 papers with code

Label-Based Diversity Measure Among Hidden Units of Deep Neural Networks: A Regularization Method

no code implementations19 Sep 2020 Chenguang Zhang, Yuexian Hou, Dawei Song, Liangzhu Ge, Yaoshuai Yao

In this paper, from an information theoretic perspective, we introduce a new definition of redundancy to describe the diversity of hidden units under supervised learning settings by formalizing the effect of hidden layers on the generalization capacity as the mutual information.

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