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Graph Neural Networks for Wireless Communications: From Theory to Practice
IEEE Transactions on Wireless Communications (TWC), 2022
21 March 2022
Yifei Shen
Jun Zhang
Shenghui Song
Khaled B. Letaief
GNN
AI4CE
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Papers citing
"Graph Neural Networks for Wireless Communications: From Theory to Practice"
26 / 26 papers shown
Resource Allocation in Hybrid Radio-Optical IoT Networks using GNN with Multi-task Learning
Aymen Hamrouni
S. Pollin
Hazem Sallouha
74
0
0
29 Oct 2025
Learning Wireless Interference Patterns: Decoupled GNN for Throughput Prediction in Heterogeneous Multi-Hop p-CSMA Networks
Faezeh Dehghan Tarzjani
Bhaskar Krishnamachari
GNN
201
0
0
15 Oct 2025
BERT4beam: Large AI Model Enabled Generalized Beamforming Optimization
Yuhang Li
Yang Lu
Wei Chen
B. Ai
Z. Ding
Dusit Niyato
138
1
0
14 Sep 2025
Multi-beam Beamforming in RIS-aided MIMO Subject to Reradiation Mask Constraints -- Optimization and Machine Learning Design
IEEE Transactions on Communications (IEEE Trans. Commun.), 2025
Shumin Wang
Hajar El Hassani
Marco Di Renzo
Marios Poulakis
82
0
0
21 Jul 2025
Graph Neural Networks for Resource Allocation in Multi-Channel Wireless Networks
Lili Chen
Changyang She
Jingge Zhu
Jamie Evans
GNN
164
0
0
04 Jun 2025
Pilot Contamination-Aware Graph Attention Network for Power Control in CFmMIMO
Tingting Zhang
Sergiy A. Vorobyov
David J. Love
Taejoon Kim
Kai Dong
222
1
0
01 Jun 2025
Power Allocation for Delay Optimization in Device-to-Device Networks: A Graph Reinforcement Learning Approach
IEEE Transactions on Vehicular Technology (IEEE Trans. Veh. Technol.), 2025
Hao Fang
Kai Huang
Hao Ye
Chongtao Guo
Le Liang
Xiao Li
Shi Jin
210
2
0
19 May 2025
Precoder Learning for Weighted Sum Rate Maximization
Mingyu Deng
Shengqian Han
143
0
0
06 Mar 2025
Opportunistic Routing in Wireless Communications via Learnable State-Augmented Policies
Sourajit Das
Navid Naderializadeh
Rahul Mangharam
425
2
0
05 Mar 2025
Hybrid variable spiking graph neural networks for energy-efficient scientific machine learning
Journal of the mechanics and physics of solids (JMPS), 2024
Isha Jain
Shailesh Garg
Shaurya Shriyam
Souvik Chakraborty
GNN
306
2
0
12 Dec 2024
Learning Load Balancing with GNN in MPTCP-Enabled Heterogeneous Networks
Han Ji
Xiping Wu
Zhihong Zeng
Chen Chen
233
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
207
1
0
18 Aug 2024
Learning Optimal Linear Precoding for Cell-Free Massive MIMO with GNN
Benjamin Parlier
Lou Salaün
Hong Yang
134
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
248
75
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
286
5
0
16 Apr 2024
Tiny Graph Neural Networks for Radio Resource Management
Ahmad Ghasemi
Hossein Pishro-Nik
GNN
157
3
0
28 Mar 2024
Fault Detection in Telecom Networks using Bi-level Federated Graph Neural Networks
Rémi Bourgerie
Tahar Zanouda
165
7
0
24 Nov 2023
Mobility-Induced Graph Learning for WiFi Positioning
IEEE Journal on Selected Areas in Communications (JSAC), 2023
Kyuwon Han
Seung Min Yu
Seong-Lyun Kim
Seung-Woo Ko
161
3
0
14 Nov 2023
Learning State-Augmented Policies for Information Routing in Communication Networks
IEEE Transactions on Signal Processing (IEEE TSP), 2023
Sourajit Das
Navid Naderializadeh
Alejandro Ribeiro
284
2
0
30 Sep 2023
Distilling Knowledge from Resource Management Algorithms to Neural Networks: A Unified Training Assistance Approach
IEEE Vehicular Technology Conference (VTC), 2023
Longfei Ma
Nan Cheng
Xiucheng Wang
Zhisheng Yin
Haibo Zhou
Wei Quan
87
4
0
15 Aug 2023
Graph Neural Networks-Based User Pairing in Wireless Communication Systems
Sharan Mourya
Pavan Reddy Manne
Saidhiraj Amuru
K. Kuchi
GNN
115
2
0
14 May 2023
Learning Cellular Coverage from Real Network Configurations using GNNs
IEEE Vehicular Technology Conference (VTC), 2023
Yifei Jin
Marios Daoutis
Sarunas Girdzijauskas
Aristides Gionis
AI4TS
130
2
0
20 Apr 2023
Message Passing Meets Graph Neural Networks: A New Paradigm for Massive MIMO Systems
IEEE Transactions on Wireless Communications (IEEE TWC), 2023
Hengtao He
Xianghao Yu
Jun Zhang
Shenghui Song
Khaled B. Letaief
255
30
0
14 Feb 2023
Machine Learning for Large-Scale Optimization in 6G Wireless Networks
IEEE Communications Surveys and Tutorials (COMST), 2023
Yandong Shi
Lixiang Lian
Yuanming Shi
Zixin Wang
Yong Zhou
Liqun Fu
Lin Bai
Jun Zhang
Wei Zhang
AI4CE
255
143
0
03 Jan 2023
ENGNN: A General Edge-Update Empowered GNN Architecture for Radio Resource Management in Wireless Networks
IEEE Transactions on Wireless Communications (TWC), 2022
Yunqi Wang
Yang Li
Qingjiang Shi
Yik-Chung Wu
144
33
0
14 Dec 2022
Learning Cooperative Beamforming with Edge-Update Empowered Graph Neural Networks
Yunqi Wang
Yang Li
Qingjiang Shi
Yik-Chung Wu
145
1
0
23 Nov 2022
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