Understanding Clipping for Federated Learning: Convergence and Client-Level Differential Privacy

Xinwei Zhang, Xiangyi Chen, Mingyi Hong, Steven Wu 0001, Jinfeng Yi. Understanding Clipping for Federated Learning: Convergence and Client-Level Differential Privacy. In Kamalika Chaudhuri, Stefanie Jegelka, Le Song, Csaba Szepesvári, Gang Niu 0001, Sivan Sabato, editors, International Conference on Machine Learning, ICML 2022, 17-23 July 2022, Baltimore, Maryland, USA. Volume 162 of Proceedings of Machine Learning Research, pages 26048-26067, PMLR, 2022. [doi]

Authors

Xinwei Zhang

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Xiangyi Chen

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Mingyi Hong

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Steven Wu 0001

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Jinfeng Yi

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