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Latent Dirichlet Allocation Model Training with Differential Privacy


Oct 09, 2020
Fangyuan Zhao, Xuebin Ren, Shusen Yang, Qing Han, Peng Zhao, Xinyu Yang


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OL4EL: Online Learning for Edge-cloud Collaborative Learning on Heterogeneous Edges with Resource Constraints


Apr 23, 2020
Qing Han, Shusen Yang, Xuebin Ren, Cong Zhao, Jingqi Zhang, Xinyu Yang

* 7 pages, 5 figures, to appear in IEEE Communications Magazine 

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Asynchronous Federated Learning with Differential Privacy for Edge Intelligence


Dec 17, 2019
Yanan Li, Shusen Yang, Xuebin Ren, Cong Zhao


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Reviewing and Improving the Gaussian Mechanism for Differential Privacy


Dec 07, 2019
Jun Zhao, Teng Wang, Tao Bai, Kwok-Yan Lam, Zhiying Xu, Shuyu Shi, Xuebin Ren, Xinyu Yang, Yang Liu, Han Yu

* 23 Pages 

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Impact of Prior Knowledge and Data Correlation on Privacy Leakage: A Unified Analysis


Jun 05, 2019
Yanan Li, Xuebin Ren, Shusen Yang, Xinyu Yang

* IEEE Transactions on Information Forensics and Security, vol. 14, no. 9, pp. 2342-2357, Sept. 2019 

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Privacy-preserving Crowd-guided AI Decision-making in Ethical Dilemmas


Jun 04, 2019
Teng Wang, Jun Zhao, Han Yu, Jinyan Liu, Xinyu Yang, Xuebin Ren, Shuyu Shi

* 11pages 

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On Privacy Protection of Latent Dirichlet Allocation Model Training


Jun 04, 2019
Fangyuan Zhao, Xuebin Ren, Shusen Yang, Xinyu Yang

* 8 pages,5 figures,and is published in International Joint Conferences on Artificial Intelligence 

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