Graph Neural Networks for Wireless Communications: From Theory to Practice

21 March 2022

Papers citing "Graph Neural Networks for Wireless Communications: From Theory to Practice"

22 / 22 papers shown

Title
Precoder Learning for Weighted Sum Rate Maximization Mingyu Deng Shengqian Han 37 0 0 06 Mar 2025
Opportunistic Routing in Wireless Communications via Learnable State-Augmented Policies Sourajit Das Navid Naderializadeh Rahul Mangharam 29 0 0 05 Mar 2025
Hybrid variable spiking graph neural networks for energy-efficient scientific machine learning Isha Jain Shailesh Garg Shaurya Shriyam Souvik Chakraborty GNN 61 0 0 12 Dec 2024
Learning Load Balancing with GNN in MPTCP-Enabled Heterogeneous Networks Han Ji Xiping Wu Zhihong Zeng Chen Chen 24 0 0 22 Oct 2024
GRLinQ: An Intelligent Spectrum Sharing Mechanism for Device-to-Device Communications with Graph Reinforcement Learning Zhiwei Shan Xinping Yi Le Liang Chung-Shou Liao Shi Jin 21 0 0 18 Aug 2024
Learning Optimal Linear Precoding for Cell-Free Massive MIMO with GNN Benjamin Parlier Lou Salaün Hong Yang 16 0 0 06 Jun 2024
WirelessLLM: Empowering Large Language Models Towards Wireless Intelligence Jiawei Shao Jingwen Tong Qiong Wu Wei Guo Zijian Li Zehong Lin Jun Zhang 24 4 0 27 May 2024
Learning Wireless Data Knowledge Graph for Green Intelligent Communications: Methodology and Experiments Yongming Huang Xiaohu You Hang Zhan Shiwen He Ningning Fu Wei Xu 25 2 0 16 Apr 2024
Tiny Graph Neural Networks for Radio Resource Management Ahmad Ghasemi Hossein Pishro-Nik GNN 14 1 0 28 Mar 2024
Fault Detection in Telecom Networks using Bi-level Federated Graph Neural Networks Rémi Bourgerie Tahar Zanouda 11 4 0 24 Nov 2023
Mobility-Induced Graph Learning for WiFi Positioning Kyuwon Han Seung Min Yu Seong-Lyun Kim Seung-Woo Ko 11 2 0 14 Nov 2023
Learning State-Augmented Policies for Information Routing in Communication Networks Sourajit Das Navid Naderializadeh Alejandro Ribeiro 13 1 0 30 Sep 2023
Distilling Knowledge from Resource Management Algorithms to Neural Networks: A Unified Training Assistance Approach Longfei Ma Nan Cheng Xiucheng Wang Zhisheng Yin Haibo Zhou Wei Quan 8 2 0 15 Aug 2023
Graph Neural Networks-Based User Pairing in Wireless Communication Systems Sharan Mourya Pavan Reddy Manne Saidhiraj Amuru K. Kuchi GNN 18 1 0 14 May 2023
Learning Cellular Coverage from Real Network Configurations using GNNs Yifei Jin Marios Daoutis Sarunas Girdzijauskas A. Gionis AI4TS 15 0 0 20 Apr 2023
Message Passing Meets Graph Neural Networks: A New Paradigm for Massive MIMO Systems Hengtao He Xianghao Yu Jun Zhang Shenghui Song Khaled B. Letaief 20 15 0 14 Feb 2023
Machine Learning for Large-Scale Optimization in 6G Wireless Networks Yandong Shi Lixiang Lian Yuanming Shi Zixin Wang Yong Zhou Liqun Fu Lin Bai Jun Zhang Wei Zhang AI4CE 19 75 0 03 Jan 2023
ENGNN: A General Edge-Update Empowered GNN Architecture for Radio Resource Management in Wireless Networks Yunqi Wang Yang Li Qingjiang Shi Yik-Chung Wu 13 17 0 14 Dec 2022
Learning Cooperative Beamforming with Edge-Update Empowered Graph Neural Networks Yunqi Wang Yang Li Qingjiang Shi Yik-Chung Wu 6 1 0 23 Nov 2022
A Bipartite Graph Neural Network Approach for Scalable Beamforming Optimization Junbeom Kim Hoon Lee Seung‐Eun Hong Seok-Hwan Park 36 43 0 12 Jul 2022
Learning Task-Oriented Communication for Edge Inference: An Information Bottleneck Approach Jiawei Shao Yuyi Mao Jun Zhang 27 211 0 08 Feb 2021
Neural Enhanced Belief Propagation on Factor Graphs Victor Garcia Satorras Max Welling 22 85 0 04 Mar 2020