Federated learning privacy incentives: Reverse auctions and negotiations

Abstract The incentive mechanism of federated learning has been a hot topic, but little research has been done on the compensation of privacy loss. To this end, this study uses the Local SGD federal learning framework and gives a theoretical analysis under the use of differential privacy protection....

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Bibliographic Details
Main Authors: Hongqin Lyu, Yongxiong Zhang, Chao Wang, Shigong Long, Shengnan Guo
Format: Article
Language:English
Published: Wiley 2023-12-01
Series:CAAI Transactions on Intelligence Technology
Subjects:
Online Access:https://doi.org/10.1049/cit2.12190