Advances and Open Problems in Federated Learning

Peter Kairouz, H. Brendan McMahan, Brendan Avent, Aurélien Bellet, Mehdi Bennis, Arjun Nitin Bhagoji, Kallista A. Bonawitz, Zachary Charles, Graham Cormode, Rachel Cummings, Rafael G. L. D'Oliveira, Hubert Eichner, Salim El Rouayheb, David Evans 0001, Josh Gardner, Zachary Garrett, Adrià Gascón, Badih Ghazi, Phillip B. Gibbons, Marco Gruteser, Zaïd Harchaoui, Chaoyang He 0001, Lie He, Zhouyuan Huo, Ben Hutchinson, Justin Hsu, Martin Jaggi, Tara Javidi, Gauri Joshi, Mikhail Khodak, Jakub Konecný, Aleksandra Korolova, Farinaz Koushanfar, Sanmi Koyejo, Tancrède Lepoint, Yang Liu 0165, Prateek Mittal, Mehryar Mohri, Richard Nock, Ayfer Özgür, Rasmus Pagh, Hang Qi, Daniel Ramage, Ramesh Raskar, Mariana Raykova 0001, Dawn Song, Weikang Song, Sebastian U. Stich, Ziteng Sun, Ananda Theertha Suresh, Florian Tramèr, Praneeth Vepakomma, Jianyu Wang, Li Xiong 0001, Zheng Xu, Qiang Yang 0001, Felix X. Yu, Han Yu 0001, Sen Zhao. Advances and Open Problems in Federated Learning. Foundations and Trends in Machine Learning, 14(1-2):1-210, 2021. [doi]

Authors

Peter Kairouz

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H. Brendan McMahan

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Brendan Avent

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Aurélien Bellet

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Mehdi Bennis

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Arjun Nitin Bhagoji

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Kallista A. Bonawitz

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Zachary Charles

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Graham Cormode

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Rachel Cummings

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Rafael G. L. D'Oliveira

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Hubert Eichner

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Salim El Rouayheb

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David Evans 0001

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Josh Gardner

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Zachary Garrett

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Adrià Gascón

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Badih Ghazi

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Phillip B. Gibbons

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Marco Gruteser

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Zaïd Harchaoui

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Chaoyang He 0001

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Lie He

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Zhouyuan Huo

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Ben Hutchinson

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Justin Hsu

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Martin Jaggi

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Tara Javidi

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Gauri Joshi

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Mikhail Khodak

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Jakub Konecný

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Aleksandra Korolova

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Farinaz Koushanfar

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Sanmi Koyejo

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Tancrède Lepoint

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Yang Liu 0165

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Prateek Mittal

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Mehryar Mohri

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Richard Nock

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Ayfer Özgür

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Rasmus Pagh

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Hang Qi

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Daniel Ramage

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Ramesh Raskar

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Mariana Raykova 0001

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Dawn Song

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Weikang Song

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Sebastian U. Stich

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Ziteng Sun

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Ananda Theertha Suresh

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Florian Tramèr

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Praneeth Vepakomma

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Jianyu Wang

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Li Xiong 0001

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Zheng Xu

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Qiang Yang 0001

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Felix X. Yu

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Han Yu 0001

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Sen Zhao

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