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RouteNet: Leveraging Graph Neural Networks for Network Modeling and Optimization in SDN

291 Citations2020
Krzysztof Rusek, Jose Suarez-Varela, Paul Almasan

This paper proposes RouteNet, a novel network model based on Graph Neural Network that is able to understand the complex relationship between topology, routing, and input traffic to produce accurate estimates of the per-source/destination per-packet delay distribution and loss.

Abstract

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RouteNet: Leveraging Graph Neural Networks for Network Model