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Information Theoretic Sample Complexity Lower Bound for Feed-Forward Fully-Connected Deep Networks

Jul 01, 2020
Xiaochen Yang, Jean Honorio

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ReMarNet: Conjoint Relation and Margin Learning for Small-Sample Image Classification

Jun 27, 2020
Xiaoxu Li, Liyun Yu, Xiaochen Yang, Zhanyu Ma, Jing-Hao Xue, Jie Cao, Jun Guo

* IEEE TCSVT 2020 

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Towards Certified Robustness of Metric Learning

Jun 10, 2020
Xiaochen Yang, Yiwen Guo, Mingzhi Dong, Jing-Hao Xue

* 19 pages, 7 figures 

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Metric Learning via Maximizing the Lipschitz Margin Ratio

Feb 09, 2018
Mingzhi Dong, Xiaochen Yang, Yang Wu, Jing-Hao Xue

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Learning Local Metrics and Influential Regions for Classification

Feb 09, 2018
Mingzhi Dong, Yujiang Wang, Xiaochen Yang, Jing-Hao Xue

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