  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.
