Is Machine Learning Ready for Traffic Engineering Optimization?

Is Machine Learning Ready for Traffic Engineering Optimization?

3 September 2021

Guillermo Bernárdez

José Suárez-Varela

Pere Barlet-Ros

A. Cabellos-Aparicio

Papers citing "Is Machine Learning Ready for Traffic Engineering Optimization?"

10 / 10 papers shown

Title
Traffic Engineering in Large-scale Networks with Generalizable Graph Neural Networks Fangtong Zhou Xiaorui Liu Ruozhou Yu G. Xue GNN 51 0 0 31 Mar 2025
Towards Generalizability of Multi-Agent Reinforcement Learning in Graphs with Recurrent Message Passing Jannis Weil Zhenghua Bao Osama Abboud Tobias Meuser AI4CE 8 1 0 07 Feb 2024
FERN: Leveraging Graph Attention Networks for Failure Evaluation and Robust Network Design Chenyi Liu Vaneet Aggarwal Tian-Shing Lan Nan Geng Yuan Yang Mingwei Xu Qing Li GNN 10 3 0 30 May 2023
MAGNNETO: A Graph Neural Network-based Multi-Agent system for Traffic Engineering Guillermo Bernárdez José Suárez-Varela Albert Lopez Xiang Shi Shihan Xiao Xiangle Cheng Pere Barlet-Ros A. Cabellos-Aparicio 27 24 0 31 Mar 2023
Proximal Policy Optimization with Graph Neural Networks for Optimal Power Flow Ángela López-Cardona Guillermo Bernárdez Pere Barlet-Ros A. Cabellos-Aparicio 31 4 0 23 Dec 2022
Accelerating Deep Reinforcement Learning for Digital Twin Network Optimization with Evolutionary Strategies Carlos Güemes-Palau Paul Almasan Shihan Xiao Xiangle Cheng Xiang Shi Pere Barlet-Ros A. Cabellos-Aparicio 19 9 0 01 Feb 2022
A Graph Attention Learning Approach to Antenna Tilt Optimization Yifei Jin Filippo Vannella Maxime Bouton Jaeseong Jeong Ezeddin Al Hakim 8 10 0 27 Dec 2021
Physics Constrained Flow Neural Network for Short-Timescale Predictions in Data Communications Networks Xiangle Cheng James He Shihan Xiao Yingxue Zhang Zhitang Chen Pascal Poupart Fenglin Li PINN AI4CE 106 0 0 23 Dec 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 48 183 0 16 Oct 2019
Interaction Networks for Learning about Objects, Relations and Physics Peter W. Battaglia Razvan Pascanu Matthew Lai Danilo Jimenez Rezende Koray Kavukcuoglu AI4CE OCL PINN GNN 278 1,400 0 01 Dec 2016