2 papers
eess.SP2025
Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity
Jun-Pyo Hong, Hyowoon Seo, Kisong Lee
Federated Learning (FL) has gained considerable attention as a privacy-preserving and localized approach to implementing edge artificial intelligence (AI). However, conventional FL…
cs.DC2024
Asynchronous Federated Learning Using Outdated Local Updates Over TDMA Channel
Jaeyoung Song, Jun-Pyo Hong
In this paper, we consider asynchronous federated learning (FL) over time-division multiple access (TDMA)-based communication networks. Considering TDMA for transmitting local upda…