Learning Client Selection Strategy for Federated Learning across Heterogeneous Mobile Devices

Author:

Zhang Sai Qian1,Lin Jieyu2,Zhang Qi3,Chen Yu-Jia4

Affiliation:

1. New York University,Department of Electrical Engineering and Computer Science,New York,USA

2. University of Toronto,Department of Electrical and Computer Engineering,Toronto,Canada

3. Microsoft Corporation,Redmond,WA

4. National Central University,Department of Communication Engineering,Taoyuan,Taiwan

Publisher

IEEE

Reference16 articles.

1. Communication-efficient learning of deep networks from decentralized data;McMahan;Artificial intelligence and statistics,2017

2. Federated learning with non-iid data;Zhao;arXiv preprint arXiv:1806.00582,2018

3. Scaffold: Stochastic controlled averaging for federated learning;Karimireddy;arXiv preprint arXiv:1910.06378,2019

4. Federated optimization in heterogeneous networks;Li;Proceedings of Machine Learning and Systems,2020

5. SphereFed: Hyperspherical Federated Learning

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