MAGNNETO: A Graph Neural Network-based Multi-Agent system for Traffic
Engineering

MAGNNETO: A Graph Neural Network-based Multi-Agent system for Traffic Engineering

31 March 2023

Guillermo Bernárdez

José Suárez-Varela

Pere Barlet-Ros

A. Cabellos-Aparicio

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Papers citing "MAGNNETO: A Graph Neural Network-based Multi-Agent system for Traffic Engineering"

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Title
Opportunistic Routing in Wireless Communications via Learnable State-Augmented Policies Sourajit Das Navid Naderializadeh Rahul Mangharam 177 0 0 05 Mar 2025
Graph Neural Networks for Communication Networks: Context, Use Cases and Opportunities José Suárez-Varela Paul Almasan Miquel Ferriol Galmés Krzysztof Rusek Fabien Geyer ... Xiang Shi Shihan Xiao F. Scarselli A. Cabellos-Aparicio Pere Barlet-Ros GNN AI4CE 40 59 0 29 Dec 2021
Is Machine Learning Ready for Traffic Engineering Optimization? Guillermo Bernárdez José Suárez-Varela Albert Lopez Bo-Xi Wu Shihan Xiao Xiangle Cheng Pere Barlet-Ros A. Cabellos-Aparicio 89 48 0 03 Sep 2021
Deep Reinforcement Learning meets Graph Neural Networks: exploring a routing optimization use case Paul Almasan J. Suárez-Varela Krzysztof Rusek Pere Barlet-Ros A. Cabellos-Aparicio GNN AI4CE 98 187 0 16 Oct 2019
DeepRMSA: A Deep Reinforcement Learning Framework for Routing, Modulation and Spectrum Assignment in Elastic Optical Networks Xiaoliang Chen Baojia Li R. Proietti Hongbo Lu Zuqing Zhu S. Yoo 37 166 0 06 May 2019
A Comprehensive Survey on Graph Neural Networks Zonghan Wu Shirui Pan Fengwen Chen Guodong Long Chengqi Zhang Philip S. Yu FaML GNN AI4TS AI4CE 780 8,554 0 03 Jan 2019
Relational inductive biases, deep learning, and graph networks Peter W. Battaglia Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez V. Zambaldi ... Pushmeet Kohli M. Botvinick Oriol Vinyals Yujia Li Razvan Pascanu AI4CE NAI 761 3,129 0 04 Jun 2018
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 520 19,237 0 20 Jul 2017
Neural Message Passing for Quantum Chemistry Justin Gilmer S. Schoenholz Patrick F. Riley Oriol Vinyals George E. Dahl 596 7,485 0 04 Apr 2017
Optimal and Approximate Q-value Functions for Decentralized POMDPs F. Oliehoek M. Spaan N. Vlassis OffRL 112 500 0 31 Oct 2011