Incentive mechanism of foundation model enabled cross-silo federated learning

Incentive mechanism of foundation model enabled cross-silo federated learning

Abstract The integration of foundation models (FMs) into cross-silo federated learning (FL) introduces transformative capabilities but also exacerbates strategic client behaviors, such as knowledge hoarding and free-riding, which degrade global model performance and system sustainability. Existing i...

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Bibliographic Details
Main Authors: Ning Zhang, Xiaoqing Xu, Xiaojun Liu, Juan Wu, Hong Tang
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Cross-silo federated learning
foundation models
incentive mechanism
Stackelberg game
contribution valuation
knowledge hoarding
Online Access:https://doi.org/10.1038/s41598-025-10195-8
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https://doi.org/10.1038/s41598-025-10195-8

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