A Multi-Modal Vertical Federated Learning Framework Based on Homomorphic Encryption

Author:

Gong Maoguo1ORCID,Zhang Yuanqiao1ORCID,Gao Yuan1ORCID,Qin A. K.2ORCID,Wu Yue1ORCID,Wang Shanfeng1,Zhang Yihong1

Affiliation:

1. Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi’an, China

2. Department of Computing Technologies, Swinburne University of Technology, Melbourne, VIC, Australia

Funder

National Natural Science Foundation of China

Postdoctoral Science Foundation of China

Fundamental Research Funds for the Central Universities

Australian Research Council

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Computer Networks and Communications,Safety, Risk, Reliability and Quality

Reference46 articles.

1. Federated Machine Learning

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

3. Private federated learning on vertically partitioned data via entity resolution and additively homomorphic encryption;Hardy;arXiv:1711.10677,2017

4. Parallel distributed logistic regression for vertical federated learning without third-party coordinator;Yang;arXiv:1911.09824,2019

5. VAFL: A method of vertical asynchronous federated learning;Chen;arXiv:2007.06081,2020

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