Stochastic Client Selection for Federated Learning With Volatile Clients

Author:

Huang Tiansheng1ORCID,Lin Weiwei1ORCID,Shen Li2ORCID,Li Keqin3ORCID,Zomaya Albert Y.4ORCID

Affiliation:

1. School of Computer Science and Engineering, South China University of Technology, Guangzhou, China

2. JD Explore Academy, JD.com, Beijing, China

3. Department of Computer Science, State University of New York, New Paltz, NY, USA

4. School of Computer Science, The University of Sydney, Sydney, NSW, Australia

Funder

Key-Area Research and Development Program of Guangdong Province

National Natural Science Foundation of China

Guangzhou Science and Technology Program Key Projects

Guangzhou Development Zone Science and Technology

Guangdong Marine Economic Development Special Fund Project

Science and Technology Innovation 2030—“Brain Science and Brain-Like Research” Major Project

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Computer Networks and Communications,Computer Science Applications,Hardware and Architecture,Information Systems,Signal Processing

Reference29 articles.

1. Communication-efficient on-device machine learning: Federated distillation and augmentation under non-IID private data;jeong;arXiv 1811 11479,2018

2. Federated optimization in heterogeneous networks;li;arXiv 1812 06127,2018

3. Towards flexible device participation in federated learning;ruan;Proc Int Conf Artif Intell Stat,2021

4. Client Selection for Federated Learning with Heterogeneous Resources in Mobile Edge

5. Energy-efficient radio resource allocation for federated edge learning;zeng;arXiv 1907 06040,2019

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