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Scalable Federated Learning over Passive Optical Networks

arXiv 2010.15454 ↗First posted 29 Oct 2020cs.NIcited by 1

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Abstract (arXiv)

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.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 29 Oct 2020.

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  1. 2025FedNET: Federated Learning for Proactive Traffic Management and Network Capacity Planningcited by 0