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Sharper Utility Bounds for Differentially Private Models


Apr 22, 2022
Yilin Kang, Yong Liu, Jian Li, Weiping Wang


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Stability and Generalization of Differentially Private Minimax Problems


Apr 11, 2022
Yilin Kang, Yong Liu, Jian Li, Weiping Wang


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Towards Sharper Utility Bounds for Differentially Private Pairwise Learning


Jun 01, 2021
Yilin Kang, Yong Liu, Jian Li, Weiping Wang

* 11 pages 

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Differential Privacy for Pairwise Learning: Non-convex Analysis


May 07, 2021
Yilin Kang, Yong Liu, Jian Li, Weiping Wang

* 11 pages 

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Differentially Private ERM Based on Data Perturbation


Feb 20, 2020
Yilin Kang, Yong Liu, Lizhong Ding, Xinwang Liu, Xinyi Tong, Weiping Wang


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Input Perturbation: A New Paradigm between Central and Local Differential Privacy


Feb 20, 2020
Yilin Kang, Yong Liu, Ben Niu, Xinyi Tong, Likun Zhang, Weiping Wang


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Weighted Distributed Differential Privacy ERM: Convex and Non-convex


Nov 14, 2019
Yilin Kang, Yong Liu, Weiping Wang


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