Truthful Incentive Mechanism Design via Internalizing Externalities and LP Relaxation for Vertical Federated Learning

Although vertical federated learning (VFL) has become a new paradigm of distributed machine learning for emerging multiparty joint modeling applications, how to effectively incentivize self-conscious clients to actively and reliably contribute to collaborative learning in VFL has become a critical i...

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Bibliographic Details
Published in:IEEE transactions on computational social systems Vol. 10; no. 6; pp. 1 - 15
Main Authors: Lu, Jianfeng, Pan, Bangqi, Seid, Abegaz Mohammed, Li, Bing, Hu, Gangqiang, Wan, Shaohua
Format: Journal Article
Language:English
Published: Piscataway IEEE 01-12-2023
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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