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Mar, 2023
基于图神经网络的交通工程多智能体系统MAGNNETO
MAGNNETO: A Graph Neural Network-based Multi-Agent system for Traffic Engineering
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Guillermo Bernárdez, José Suárez-Varela, Albert López, Xiang Shi, Shihan Xiao...
TL;DR
MAGNNETO是一种分布式的基于机器学习的架构,它使用多智能体强化学习和图神经网络进行分布式流量工程优化,特别是针对OSPF中的链路权重进行优化,具有强大的泛化能力和可比较的性能优势。
Abstract
Current trends in networking propose the use of
machine learning
(ML) for a wide variety of network optimization tasks. As such, many efforts have been made to produce ML-based solutions for
traffic engineering
(
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