Efficiency Optimization Techniques in Privacy-Preserving Federated Learning With Homomorphic Encryption: A Brief Survey

Author:

Xie Qipeng1ORCID,Jiang Siyang2,Jiang Linshan3ORCID,Huang Yongzhi1ORCID,Zhao Zhihe4,Khan Salabat5ORCID,Dai Wangchen2ORCID,Liu Zhe2,Wu Kaishun1ORCID

Affiliation:

1. Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China

2. Zhejiang Laboratory, Hangzhou, China

3. Institute of Data Science, National University Singapore, 3 Research Link, Singapore

4. Department of Information Engineering, The Chinese University of Hong Kong, Hong Kong, SAR, China

5. School of Computer and Information Engineering, Qilu Institute of Technology, Jinan, China

Funder

China, NSFC

Guangdong Provincial Key Lab of Integrated Communication, Sensing and Computation for Ubiquitous Internet of Things

Project of DEGP

Zhejiang Lab Open Research Project

Foundation for Distinguished Young Talents in Higher Education of Guangdong

Fund which aims to improve scientific research capability of key construction disciplines in Guangdong province “Light-Weight Federal Learning Paradigm and Its Application”

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

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