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Skellam Mixture Mechanism: a Novel Approach to Federated Learning with Differential Privacy


Dec 08, 2022
Ergute Bao, Yizheng Zhu, Xiaokui Xiao, Yin Yang, Beng Chin Ooi, Benjamin Hong Meng Tan, Khin Mi Mi Aung

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DPIS: An Enhanced Mechanism for Differentially Private SGD with Importance Sampling


Oct 19, 2022
Jianxin Wei, Ergute Bao, Xiaokui Xiao, Yin Yang

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* Proceedings of the 2022 ACM SIGSAC Conference on Computer and Communications Security (CCS '22) 
* A short version of this paper will appear in CCS 2022 

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