Auction-Based Incentive Mechanism in Federated Learning Considering Communication Path Finding

Federated learning is a distributed learning approach which can protect clients’ privacy. The success of federated learning depends on the participation of high quality clients. However, many works neglect how to incentivize high quality clients to contribute to the model training. Furthe...

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Bibliographic Details

Published in:	IEEE Access
Main Authors:	Ning Zhang, Xiaoqing Xu, Liuyihui Qian, Xiaojun Liu, Juan Wu, Hong Tang
Format:	Article
Language:	English
Published:	IEEE 2024-01-01
Subjects:	Federated learning incentive mechanism auction mechanism multi-criteria path finding
Online Access:	https://ieeexplore.ieee.org/document/10591978/