A Truthful and Reliable Incentive Mechanism for Federated Learning Based on Reputation Mechanism and Reverse Auction

A Truthful and Reliable Incentive Mechanism for Federated Learning Based on Reputation Mechanism and Reverse Auction

As a distributed machine learning paradigm, federated learning (FL) enables participating clients to share only model gradients instead of local data and achieves the secure sharing of private data. However, the lack of clients’ willingness to participate in FL and the malicious influence of unrelia...

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Bibliographic Details
Main Authors: Ao Xiong, Yu Chen, Hao Chen, Jiewei Chen, Shaojie Yang, Jianping Huang, Zhongxu Li, Shaoyong Guo
Format: Article
Language:English
Published: MDPI AG 2023-01-01
Series:Electronics
Subjects:
federated learning
incentive mechanism
reputation mechanism
reverse auction
Online Access:https://www.mdpi.com/2079-9292/12/3/517

Internet

https://www.mdpi.com/2079-9292/12/3/517

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