Graph Neural Networks for Wireless Networks: Graph Representation, Architecture and Evaluation
Fuente:
arXiv
Saved in:
| Main Authors: | Lu, Yang, Li, Yuhang, Zhang, Ruichen, Chen, Wei, Ai, Bo, Niyato, Dusit |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Agentic Graph Neural Networks for Wireless Communications and Networking Towards Edge General Intelligence: A Survey
by: Lu, Yang, et al.
Published: (2025)
by: Lu, Yang, et al.
Published: (2025)
NOMANet: A Graph Neural Network Enabled Power Allocation Scheme for NOMA
by: Hou, Yipu, et al.
Published: (2025)
by: Hou, Yipu, et al.
Published: (2025)
Graph Neural Network Enabled Fluid Antenna Systems: A Two-Stage Approach
by: He, Changpeng, et al.
Published: (2025)
by: He, Changpeng, et al.
Published: (2025)
ICGNN: Graph Neural Network Enabled Scalable Beamforming for MISO Interference Channels
by: He, Changpeng, et al.
Published: (2025)
by: He, Changpeng, et al.
Published: (2025)
Robust Multidimensional Graph Neural Networks for Signal Processing in Wireless Communications with Edge-Graph Information Bottleneck
by: Liu, Ziheng, et al.
Published: (2025)
by: Liu, Ziheng, et al.
Published: (2025)
SWIPTNet: A Unified Deep Learning Framework for SWIPT based on GNN and Transfer Learning
by: Han, Hong, et al.
Published: (2025)
by: Han, Hong, et al.
Published: (2025)
Generative AI-enabled Wireless Communications for Robust Low-Altitude Economy Networking
by: Zhao, Changyuan, et al.
Published: (2025)
by: Zhao, Changyuan, et al.
Published: (2025)
AI-Empowered RIS-Assisted Networks: CV-Enabled RIS Selection and DNN-Enabled Transmission
by: Hu, Conggang, et al.
Published: (2024)
by: Hu, Conggang, et al.
Published: (2024)
Image Steganography For Securing Intellicise Wireless Networks: "Invisible Encryption" Against Eavesdroppers
by: Meng, Rui, et al.
Published: (2025)
by: Meng, Rui, et al.
Published: (2025)
Two-Stage Heterogeneous Graph Neural Network for RIS-Aided Physical-Layer Security
by: Song, Zihan, et al.
Published: (2026)
by: Song, Zihan, et al.
Published: (2026)
Maximum-Likelihood Estimation Based on Diffusion Model For Wireless Communications
by: Zhao, Changyuan, et al.
Published: (2024)
by: Zhao, Changyuan, et al.
Published: (2024)
Model-Based GNN Enabled Energy-Efficient Beamforming for Ultra-Dense Wireless Networks
by: Zhang, Rongsheng, et al.
Published: (2024)
by: Zhang, Rongsheng, et al.
Published: (2024)
GNN-Enabled Optimization of Placement and Transmission Design for UAV Communications
by: Wang, Qinyu, et al.
Published: (2024)
by: Wang, Qinyu, et al.
Published: (2024)
Deep Reinforcement Learning for Energy Efficiency Maximization in RSMA-IRS-Assisted ISAC System
by: Ma, Zhangfeng, et al.
Published: (2025)
by: Ma, Zhangfeng, et al.
Published: (2025)
Optimal Bilinear Equalizer Beamforming Design for Cell-Free Massive MIMO Networks with Arbitrary Channel Estimators
by: Wang, Zhe, et al.
Published: (2025)
by: Wang, Zhe, et al.
Published: (2025)
KANsformer for Scalable Beamforming
by: Xie, Xinke, et al.
Published: (2024)
by: Xie, Xinke, et al.
Published: (2024)
Generative Diffusion Models for Wireless Networks: Fundamental, Architecture, and State-of-the-Art
by: Fan, Dayu, et al.
Published: (2025)
by: Fan, Dayu, et al.
Published: (2025)
Scalable Power Control/Beamforming in Heterogeneous Wireless Networks with Graph Neural Networks
by: Zhang, Xiaochen, et al.
Published: (2021)
by: Zhang, Xiaochen, et al.
Published: (2021)
Spatially Adaptive SWIPT with Pinching Antenna under Probabilistic LoS Blockage
by: Jiang, Ruihong, et al.
Published: (2025)
by: Jiang, Ruihong, et al.
Published: (2025)
A Homogeneous Graph Neural Network for Precoding and Power Allocation in Scalable Wireless Networks
by: Sun, Mingjun, et al.
Published: (2024)
by: Sun, Mingjun, et al.
Published: (2024)
Large Language Model Empowered Next-Generation MIMO Networks: Fundamentals, Challenges, and Visions
by: Wang, Zhe, et al.
Published: (2024)
by: Wang, Zhe, et al.
Published: (2024)
Unfolded Deep Graph Learning for Networked Over-the-Air Computation
by: Tang, Xiao, et al.
Published: (2025)
by: Tang, Xiao, et al.
Published: (2025)
Graph Neural Networks in Large Scale Wireless Communication Networks: Scalability Across Random Geometric Graphs
by: Camargo, Romina Garcia, et al.
Published: (2025)
by: Camargo, Romina Garcia, et al.
Published: (2025)
Rate-Splitting for Cell-Free Massive MIMO: Performance Analysis and Generative AI Approach
by: Zheng, Jiakang, et al.
Published: (2024)
by: Zheng, Jiakang, et al.
Published: (2024)
Revolutionizing Wireless Networks with Self-Supervised Learning: A Pathway to Intelligent Communications
by: Yang, Zhixiang, et al.
Published: (2024)
by: Yang, Zhixiang, et al.
Published: (2024)
Graph Neural Networks for Resource Allocation in Multi-Channel Wireless Networks
by: Chen, Lili, et al.
Published: (2025)
by: Chen, Lili, et al.
Published: (2025)
Wireless Link Scheduling with State-Augmented Graph Neural Networks
by: Camargo, Romina Garcia, et al.
Published: (2025)
by: Camargo, Romina Garcia, et al.
Published: (2025)
Generative AI based Secure Wireless Sensing for ISAC Networks
by: Wang, Jiacheng, et al.
Published: (2024)
by: Wang, Jiacheng, et al.
Published: (2024)
Feature Engineering for Wireless Communications and Networking: Concepts, Methodologies, and Applications
by: Wang, Jiacheng, et al.
Published: (2025)
by: Wang, Jiacheng, et al.
Published: (2025)
Graph Neural Network Enabled Pinching Antennas
by: Xie, Xinke, et al.
Published: (2025)
by: Xie, Xinke, et al.
Published: (2025)
Model Forensics in AI-Native Wireless Networks: Taxonomy, Applications, and Case Study
by: Chen, Pengyu, et al.
Published: (2026)
by: Chen, Pengyu, et al.
Published: (2026)
Scene Graph-Aided Probabilistic Semantic Communication for Image Transmission
by: Zhu, Chen, et al.
Published: (2025)
by: Zhu, Chen, et al.
Published: (2025)
Joint Model Caching and Resource Allocation in Generative AI-Enabled Wireless Edge Networks
by: Liu, Zhang, et al.
Published: (2024)
by: Liu, Zhang, et al.
Published: (2024)
Generative Artificial Intelligence Assisted Wireless Sensing: Human Flow Detection in Practical Communication Environments
by: Wang, Jiacheng, et al.
Published: (2024)
by: Wang, Jiacheng, et al.
Published: (2024)
Dual-Waveguide Pinching Antennas for PLS: Parallel Placement or Orthogonal Placement?
by: Lu, Yang, et al.
Published: (2025)
by: Lu, Yang, et al.
Published: (2025)
Advancing the Control of Low-Altitude Wireless Networks: Architecture, Design Principles, and Future Directions
by: Jin, Haijia, et al.
Published: (2025)
by: Jin, Haijia, et al.
Published: (2025)
Temporal Spectrum Cartography in Low-Altitude Economy Networks: A Generative AI Framework with Multi-Agent Learning
by: Zhao, Changyuan, et al.
Published: (2025)
by: Zhao, Changyuan, et al.
Published: (2025)
Generative AI Enabled Robust Data Augmentation for Wireless Sensing in ISAC Networks
by: Wang, Jiacheng, et al.
Published: (2025)
by: Wang, Jiacheng, et al.
Published: (2025)
Mixture of Experts for Decentralized Generative AI and Reinforcement Learning in Wireless Networks: A Comprehensive Survey
by: Xu, Yunting, et al.
Published: (2025)
by: Xu, Yunting, et al.
Published: (2025)
Graph Neural Networks over the Air for Decentralized Tasks in Wireless Networks
by: Gao, Zhan, et al.
Published: (2023)
by: Gao, Zhan, et al.
Published: (2023)
Similar Items
-
Agentic Graph Neural Networks for Wireless Communications and Networking Towards Edge General Intelligence: A Survey
by: Lu, Yang, et al.
Published: (2025) -
NOMANet: A Graph Neural Network Enabled Power Allocation Scheme for NOMA
by: Hou, Yipu, et al.
Published: (2025) -
Graph Neural Network Enabled Fluid Antenna Systems: A Two-Stage Approach
by: He, Changpeng, et al.
Published: (2025) -
ICGNN: Graph Neural Network Enabled Scalable Beamforming for MISO Interference Channels
by: He, Changpeng, et al.
Published: (2025) -
Robust Multidimensional Graph Neural Networks for Signal Processing in Wireless Communications with Edge-Graph Information Bottleneck
by: Liu, Ziheng, et al.
Published: (2025)