2 papers
eess.SP2025
Distribution-Level AirComp for Wireless Federated Learning under Data Scarcity and Heterogeneity
Jun-Pyo Hong, Hyowoon Seo, Kisong Lee
The conventional FL methods face critical challenges in realistic wireless edge networks, where training data is both limited and heterogeneous, often leading to unstable training…
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Asynchronous Federated Learning Using Outdated Local Updates Over TDMA Channel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…