Scalable Federated Learning over Passive Optical Networks
Jun Li, Lei Chen, Jiajia Chen · 2021
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.