2 papers
cs.LG2024
Navigating High-Degree Heterogeneity: Federated Learning in Aerial and Space Networks
Fan Dong, Henry Leung, Steve Drew
Federated learning offers a compelling solution to the challenges of networking and data privacy within aerial and space networks by utilizing vast private edge data and computing…
cs.LG2024
FedGreen: Carbon-aware Federated Learning with Model Size Adaptation
Ali Abbasi, Fan Dong, Xin Wang +3
Federated learning (FL) provides a promising collaborative framework to build a model from distributed clients, and this work investigates the carbon emission of the FL process. Cl…