Karol Marszałek

Federated learning for edge devices delay control in software defined wide area networks

An SDN-orchestrated architecture for delay control in wide-area networks, combining edge-based GRU Active Queue Management (AQM) with layer-wise federated averaging, indicates that federated averaging reduces rare congestion events without meaningful degradation of normal bottleneck operation.