AirFL-Mem: Improving communication-learning trade-off by long-term memory

H Wen, H Xing, O Simeone - 2024 IEEE Wireless …, 2024 - ieeexplore.ieee.org
Addressing the communication bottleneck inherent in federated learning (FL), over-the-air
FL (AirFL) has emerged as a promising solution, which is, however, hampered by deep …

[PDF][PDF] USER SELECTION STRATEGIES FOR IMPROVED FEDERATED LEARNING OVER WIRELESS

W Xu - 2023 - trepo.tuni.fi
Traditional Machine Learning (ML) methods often centralize data on a single server for
processing and analysis, which poses significant risks in terms of data privacy. In contrast …