Differentially Private Federated Learning on Non-iid Data: Convergence Analysis and Adaptive Optimization

Author:

Chen Lin1ORCID,Ding Xiaofeng1ORCID,Bao Zhifeng2ORCID,Zhou Pan3ORCID,Jin Hai1ORCID

Affiliation:

1. National Engineering Research Center for Big Data Technology and System Lab, Services Computing Technology and System Lab, Cluster and Grid Computing Lab, Hubei Engineering Research Center on Big Data Security, School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China

2. School of Computing Technolgies, RMIT University, Melbourne, VIC, Australia

3. Hubei Engineering Research Center on Big Data Security, School of Cyber Science and Engineering, Huazhong University of Science and Technology, Wuhan, China

Funder

National Natural Science Foundation of China

CCF-Huawei Populus euphratica Innovation Research Funding

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Reference56 articles.

1. Communication-efficient learning of deep networks from decentralized data;McMahan

2. Advances and Open Problems in Federated Learning

3. Jupiter: a modern federated learning platform for regional medical care

4. Clustered sampling: Low-variance and improved representativity for clients selection in federated learning;Fraboni

5. Tackling the objective inconsistency problem in heterogeneous federated optimization;Wang

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