Scalable Federated Learning over Passive Optical Networks

29 Oct 2020 · Jun Li, Lei Chen, Jiajia Chen ·

Two-step aggregation is introduced to facilitate scalable federated learning (SFL) over passive optical networks (PONs). Results reveal that the SFL keeps the required PON upstream bandwidth constant regardless of the number of involved clients, while bringing ~10% learning accuracy improvement.