Fairness-aware reverse auction-based federated learning

• Main Authors: Tang, Xiaoli, Yu, Han
• 其他作者: College of Computing and Data Science
• 格式: Article
• 語言: English
• 出版: 2025
• 主題: Computer and Information Science; Auction-based Federated Learning; Lyapunov Optimization
• 在線閱讀: https://hdl.handle.net/10356/182704
• 機構: Nanyang Technological University

Auction-based Federated Learning (AFL) has garnered significant research attention recently. However, existing methods for AFL data consumers (DCs) primarily focus on improving FL model performance by recruiting DOs with high reputations and low ask prices, disregarding fair treatment for DOs. The c...