Portfolio-Based Incentive Mechanism Design for Cross-Device Federated Learning

J Yang, S Cao, C Zhao, W Niu… - 2024 IEEE Wireless …, 2024 - ieeexplore.ieee.org
In recent years, there has been a significant increase in attention towards designing
incentive mechanisms for fed-erated learning (FL). Tremendous existing studies attempt to …

Multi-party Auction-based Incentive Mechanism of Data Market in Mobile Crowdsourcing

Z He, X Zhang - … Conference on Computer Vision, Image and …, 2024 - ieeexplore.ieee.org
In order to incentivize mobile users (MUs) to actively participate in mobile crowdsourcing
and contribute high-quality data, this paper introduces an auction mechanism in this …