This is the repository for the collection of Graph-based Deep Learning for Communication Networks.

GNN-Communication-Networks

This is the repository for the collection of Graph-based Deep Learning for Communication Networks.

If you find this repository helpful, you may consider cite our relevant work:

Jianping W, Guangqiu Q, Chunming W, et al. Federated learning for network attack detection using attention-based graph neural networks[J]. Scientific Reports, 2024, 14(1): 19088. Link
Jiang W. Graph-based Deep Learning for Communication Networks: A Survey[J]. Computer Communications, 2022, 185:40-54. Link
- For the surveyed studies in different scenarios, you may check survey.md
Jiang W, Han H, Zhang Y, et al. Graph Neural Networks for Routing Optimization: Challenges and Opportunities[J]. Sustainability, 2024, 16(21): 9239. Link

Advertisement: 欢迎大家关注我的微信公众号或知乎账号，都叫“网络与通信”，会定期推送网络与通信领域会议截止日期汇总、开源代码论文汇总等推文。

Other Surveys

He S, Xiong S, Ou Y, et al. An overview on the application of graph neural networks in wireless networks[J]. IEEE Open Journal of the Communications Society, 2021. Link
Suárez-Varela J, Almasan P, Ferriol-Galmés M, et al. Graph Neural Networks for Communication Networks: Context, Use Cases and Opportunities[J]. IEEE Network, 2022. Link
Tam P, Song I, Kang S, et al. Graph Neural Networks for Intelligent Modelling in Network Management and Orchestration: A Survey on Communications[J]. Electronics, 2022, 11(20): 3371. Link
Ivanov A, Tonchev K, Poulkov V, et al. Graph-Based Resource Allocation for Integrated Space and Terrestrial Communications[J]. Sensors, 2022, 22(15): 5778. Link
Lee M, Yu G, Dai H, et al. Graph Neural Networks Meet Wireless Communications: Motivation, Applications, and Future Directions[J]. IEEE Wireless Communications, 2022, 29(5): 12-19. Link
Li Y, Xie S, Wan Z, et al. Graph-powered learning methods in the Internet of Things: A survey[J]. Machine Learning with Applications, 2023, 11: 100441. Link
Dong G, Tang M, Wang Z, et al. Graph neural networks in IoT: A survey[J]. ACM Transactions on Sensor Networks, 2023, 19(2): 1-50. Link GNN4IoT Repository

Competition

Suárez-Varela J, Ferriol-Galmés M, López A, et al. The graph neural networking challenge: a worldwide competition for education in AI/ML for networks[J]. ACM SIGCOMM Computer Communication Review, 2021, 51(3): 9-16. Link
Ferriol-Galmés M, Suárez-Varela J, Rusek K, et al. Scaling Graph-based Deep Learning models to larger networks[J]. arXiv preprint arXiv:2110.01261, 2021. Link

Tool

Pujol-Perich D, Suárez-Varela J, Ferriol-Galmés M, et al. IGNNITION: fast prototyping of graph neural networks for communication networks[M]//Proceedings of the SIGCOMM'21 Poster and Demo Sessions. 2021: 71-73. Link
Pujol-Perich D, Suárez-Varela J, Ferriol M, et al. IGNNITION: Bridging the Gap Between Graph Neural Networks and Networking Systems[J]. IEEE Network, 2021. Link Code

Literature

The list would be updated monthly.

2026

Journal

Xiao B, Guo Y, Chen X. Achieving Load Balancing for Multi-Edge Collaboration in WMANs: An Adaptive Graph Reinforcement Learning Method[J]. IEEE Transactions on Mobile Computing, 2026. Link
Peng Y, Wu J, Duan T, et al. Decentralized Topology Robustness Optimization for IoT via Multi-Agent Graph Reinforcement Learning[J]. IEEE Transactions on Mobile Computing, 2026. Link
Yin R, Yang Y, Qin H, et al. Graph Neural Network and Deep Reinforcement Learning Based Approach for V2V Resource Allocation[J]. Physical Communication, 2026: 103295. Link
Zhang H, Jiang Y, Deng X, et al. GraphKANLoc: Physics-Informed Heterogeneous Graph Attention Networks with KAN Regression for Indoor Localization[J]. IEEE Transactions on Mobile Computing, 2026. Link
Han X, Qi K, Pan L, et al. GT-MARL: Graph-and Transformer-Enhanced Multi-Agent Reinforcement Learning for Cloud-Edge Collaborative Scheduling[J]. IEEE Internet of Things Journal, 2026. Link
Huang H, Cui H, Cao P, et al. Max-Min Fair Resource Allocation for Rate-Splitting Multiple Access With Graph Neural Networks[J]. IEEE Transactions on Vehicular Technology, 2026. Link
Chongdarakul W, Yongcharoenchaiyasit K, Aunsri N, et al. Optimizing data analytics workflow scheduling in cloud-fog computing with GNNs[J]. Future Generation Computer Systems, 2026: 108703. Link
Hao F, Xiao L, Chongtao G, et al. AoI-driven queue management and power control in V2V networks: A GNN-enhanced MARL approach[J]. China Communications, 2026, 23(4): 292-311. Link
Hou Y, Lu Y, Chen W, et al. NOMANet: A graph neural network enabled power allocation scheme for NOMA[J]. IEEE Transactions on Vehicular Technology, 2026. Link
Xie J, Guo J, Wang S, et al. Meta-Learning-Enhanced GNN Approach for Signal Compression in Uplink Cell-Free MIMO Networks[J]. IEEE Transactions on Vehicular Technology, 2026. Link
Zhang S, Zhao Y, Yang K, et al. Data Detection and Resource Allocation for Distributed Two-Way Cell-Free Network: A Graph Attention Network-Based Approach[J]. IEEE Transactions on Vehicular Technology, 2026. Link
Omer M B, Sun G, Ayepah-Mensah D, et al. MARLA-TGN: A Framework for Dynamic Privacy-Preserving VNF Auctions in Space-Ground Integrated 6G Networks[J]. IEEE Internet of Things Journal, 2026. Link
Li C, Chen X, Liu G, et al. ST-GCN and Reinforcement Learning-Assisted Dynamic Multi-Strategy Task Offloading in Edge-IoT Vehicular Networks[J]. IEEE Internet of Things Journal, 2026. Link
Wang J, Tan W, Ouyang Z, et al. Dual-Trust Graph Attention Network for Malicious Device Detection in Internet of Things[J]. IEEE Internet of Things Journal, 2026. Link
Wang L, Wei Z, Mao B, et al. Energy Efficient Federated Learning Over Wireless Networks: A GNN-assisted Deep Reinforcement Learning Approach[J]. IEEE Internet of Things Journal, 2026. Link
Li F, Hu H, Jiang Y, et al. Attack Path Planning in 5G-ICPS Penetration Testing: Leveraging TGNN and DRL for Large-scale Network[J]. IEEE Internet of Things Journal, 2026. Link
Zhang P, Chen S, Fan J, et al. Adaptive Orchestration of Service Function Chains in SAGIN-MEC via Graph Reinforcement Learning[J]. IEEE Transactions on Mobile Computing, 2026. Link
Gu Y, Zhou H, Liu C, et al. A Hierarchical GNN-based Multi-Agent Framework for Workflow Scheduling in Hybrid Clouds Considering Privacy Constraints[J]. IEEE Transactions on Services Computing, 2026. Link
Yue Y, Li Z, Shi J, et al. Complex-Valued GNN Based Detector for OTFS Signal under Imperfect Channel Information[J]. IEEE Internet of Things Journal, 2026. Link
Wang X, Zhang C, Wu F, et al. GAT-HDRL: Hierarchical Deep Reinforcement Learning with Graph Attention Network for Real-Time Scheduling of Satellite Task Flows[J]. IEEE Transactions on Vehicular Technology, 2025. Link
Ji H, Wu X, Zeng Z, et al. Graph attention networks-enabled load balancing for 6G heterogeneous networks with parallel transmission[J]. IEEE Transactions on Vehicular Technology, 2026. Link Code
Nagapuri L, Banavathu N R. Graph Neural Network-Based Hybrid Precoding for Intelligent Integrated mmWave MIMO Systems[J]. IEEE Transactions on Consumer Electronics, 2026. Link
Li X, Diao H, Yuan Y, et al. Network intrusion detection with edge-directed graph multi-head attention networks[J]. Engineering Applications of Artificial Intelligence, 2026, 181: 115284. Link
Bharathi S K, Mathivanan M, Mohamedyaseen A, et al. Quokka Swarm Optimized Clifford‐Steerable Dynamic Graph Attention Network for Wireless SDN Traffic Control[J]. International Journal of Communication Systems, 2026, 39(11): e70532. Link
Liang L, Xiang P, Huang H, et al. Sec-GNN-Driven Joint Multidimensional Anti-Eavesdropping Optimization for Secure UAV-Satellite Communications[J]. IEEE Internet of Things Journal, 2026. Link
Zhang J, Tang H, Jiao P, et al. Secrecy rate optimization based on GNN for RIS-assisted ISAC system[J]. IEEE Internet of Things Journal, 2026. Link
Cheng X, Xu B, Yin H, et al. SGA-SAC: Fusing Bayesian Stackelberg games to DRL with graph attention for explainable task offloading in vehicular edge computing[J]. Information Fusion, 2026, 136: 104506. Link
Li Y, Feng L, Zhu Z, et al. EM-GAT: An Edge-enhanced Multi-hop Graph Attention Network for Network Intrusion Detection[J]. Ad Hoc Networks, 2026: 104292. Link
Mittal A, Singh S K. Mobility-Aware MIMO Channel Estimation for RIS-Assisted Terahertz Systems via Meta-Learned Spatio-Temporal Graph Neural Networks[J]. Physical Communication, 2026: 103159. Link
Yang P, Zheng T, Zhang S, et al. Graph-Meta-Reinforcement-Learning-Based Algorithm for Task Offloading in Vehicular Edge-Cloud Collaboration[J]. IEEE Transactions on Vehicular Technology, 2025. Link
Yuan Y, Shen X, Sun L, et al. Key Nodes Prediction and Cascading Failures Mitigation in Dynamic Traffic UASNs Via a GCN-LSTM Model[J]. IEEE Transactions on Mobile Computing, 2025. Link
Wang K, Jiang Q, Wu Y, et al. STATGRAPH: Effective in-vehicle intrusion detection via multi-view statistical graph learning[J]. IEEE Transactions on Mobile Computing, 2025. Link
Teng M, Li X, Zhang X, et al. Graph-Based Spatiotemporal RL Framework for Sequential Task Offloading in Multi-UAV Systems[J]. IEEE Transactions on Mobile Computing, 2025. Link
Wang X, Wang Z, Cheng N, et al. Graph Neural Network-Based Multicast Routing for On-Demand Streaming Services in 6G Networks[J]. IEEE Transactions on Mobile Computing, 2025. Link
Li Y, Xu X, Xu J. AI-Enhanced Hierarchical Routing with Q-learning and Graph Neural Networks for 6G-Enabled Internet of Vehicles[J]. Computer Networks, 2026: 112206. Link
Sharma T, Shieh C S, Forng M H, et al. Enhancing Internet of Things Security: A Federated Learning‐Based Hybrid Model With Graph Neural Networks and Transformers[J]. International Journal of Communication Systems, 2026, 39(6): e70446. Link
Rajkumar K, Sivakumar V, Shunmugapriya B, et al. Graph Learning–Based Spatial–Temporal Graph Convolutional Neural Network for Overlap Detection and Optimal Link‐State Routing for Effective Data Transmission in Visual Sensor Network[J]. International Journal of Communication Systems, 2026, 39(5): e70439. Link
Zhan C, Liu W, Song K, et al. Joint UAV placement and dependent task offloading in multi-UAV MEC networks: A graph attention enhanced DRL approach[J]. IEEE Transactions on Mobile Computing, 2025. Link
Yang H, Pan L, Liu S. Learning reward functions via GNNs for multi-agent task placement in edge-cloud LLM services[J]. Journal of Network and Computer Applications, 2026: 104457. Link
Ramesh B, Guganathan L, Arunachalam K P, et al. Non‐Convolutional Decision Transformer Graph Neural Network for Trust‐Aware Routing in 6G‐Enabled MANET‐IoT Networks[J]. International Journal of Communication Systems, 2026, 39(6): e70437. Link
Ampratwum I, Elhadef M, Nayak A. Predictive Maintenance and Reliability in Intelligent 5G Networks based on Graph Neural Networks[J]. IEEE Access, 2026. Link
Abbass W, Abbas N, Majeed U. Prevail: A 6G spatio-temporal graph learning framework for traffic vulnerability prediction[J]. Computer Communications, 2026: 108466. Link
Kagi S, Chandra K R, Sreethar S, et al. Joint Power and Delay Optimization Based Resource Allocation in Mu‐MIMO‐OFDM System Using Optimized Enhanced Elman Spiking Sparse Graph Neural Network[J]. Transactions on Emerging Telecommunications Technologies, 2026, 37(2): e70337. Link
Xu J, Zhang R, Lin D, et al. Sparsity-Resilient QoS Prediction via ε-DP Enhanced Subgraph-Inductive GNNs in Internet of Services[J]. Computer Networks, 2026: 112085. Link
Wu Q, Liu Q, He Y, et al. UGV-Assisted Task Allocation for UAVs: A Heterogeneous Graph Reinforcement Learning Approach[J]. IEEE Transactions on Services Computing, 2026. Link
Wang Z, Yuan F, Qiu H, et al. Large-Scale BGP Routing Anomaly Detection Based on Graph Attention Auto-Encoder[J]. IEEE Transactions on Network and Service Management, 2026, 23: 487-501. Link
Wang C, Dong M, Yuan Y, et al. Energy-efficient trajectory planning for UAV-assisted communication recovery using multi-agent graph reinforcement learning[J]. Ad Hoc Networks, 2026, 184: 104145. Link
Xu J, Chen C, Dai Q, et al. Sparse QoS prediction for cloud services via inductive subgraph pattern aware graph neural network[J]. Computer Communications, 2026, 248: 108415. Link

Conference

Tarzjani F D, Krishnamachari B. Learning Wireless Interference Patterns: Decoupled GNN for Throughput Prediction in Heterogeneous Multi-Hop p-CSMA Networks[C]//2026 24th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt). IEEE, 2026: 1-8. Link Code
Afrin F, Moghim N, Bouk S H, et al. Multi-scale Graph Neural Network for Low-SNR Wireless Signal Classification[C]//2026 IEEE 23rd Consumer Communications & Networking Conference (CCNC). IEEE, 2026: 1-7. Link

2025

Journal

Du Y, Xu S, Chen G, et al. A GNN-based Distributed Beamforming Design for MIMO Cell-Free ISAC Networks[J]. IEEE Transactions on Vehicular Technology, 2025. Link
Li Y, Li J, Yu C, et al. A hierarchical conflict resolution framework with graph transformer-based reinforcement learning for heterogeneous UAV networks[J]. IEEE Internet of Things Journal, 2025. Link
Ma X, Hu J, Liang S, et al. Federated learning and resource-aware graph neural network for intrusion detection in 6G-IoT driven healthcare system[J]. IEEE Internet of Things Journal, 2025. Link
Singh P, Hazarika B, Huang W J. Graph-based Federated Multi-Agent DRL for Semantic and Intent-Aware V2X Communication[J]. IEEE Internet of Things Journal, 2025. Link
Feys T, Van der Perre L, Rottenberg F. Learning to Quantize and Precode in Massive MIMO Systems for Energy Reduction: a Graph Neural Network Approach[J]. IEEE Journal of Selected Topics in Signal Processing, 2025. Link
Yang J, Li B, Zhang X, et al. A Graph Attention Mechanism-Based Scheme for User Access and Resource Optimization in Heterogeneous Mega-Constellation Networks[J]. IEEE Transactions on Wireless Communications, 2025. Link
Chan K L, Chang R Y, Chien F T, et al. Beamforming and Load-Balanced User Association in RIS-Aided mmWave Systems via Adaptive Attention Graph Neural Networks[J]. IEEE Transactions on Wireless Communications, 2025. Link
Liu X, Fischione C. Coordinated Beamforming for Multi-cell ISAC using Graph Neural Networks[J]. IEEE Transactions on Wireless Communications, 2025. Link
Zhao L, Wu D, He K, et al. Cost-Efficient Federated Learning in Massive IoT: A Physics-Inspired Graph Learning Approach[J]. IEEE Transactions on Communications, 2025, 74: 1019-1032. Link
Jiang Y, Hu J, Min G. D2D-Assisted Hierarchical Federated Learning With Clustering Based on Graph Convolutional Networks[J]. IEEE Transactions on Networking, 2025. Link
Bukhari S M A H, Afaq M, Song W C. G-CSL: A GNN-based client-server-link prediction for video streaming in SDN[J]. Journal of Communications and Networks, 2025, 27(6): 521-533. Link
Yin B, Schampheleer J, Joseph W, et al. Graph Neural Network Based Energy-Efficient Optimization for RIS-Assisted Wireless Networks[J]. IEEE Transactions on Wireless Communications, 2025. Link
Zhang B, Gao R, Gao P, et al. Interference-Suppressed Joint Channel and Power Allocation for Downlinks in Large-Scale Satellite Networks: A Dynamic Hypergraph Neural Network Approach[J]. IEEE Transactions on Wireless Communications, 2025. Link
Lian L, Bai C, Xu Y, et al. Learning to Beamform for Cooperative Localization and Communication: A Link Heterogeneous GNN-Based Approach[J]. IEEE Transactions on Wireless Communications, 2025. Link
Ye M, Zhang J, Guo Z, et al. Learning-Based Adaptive Range Routing for Traffic Engineering With Graph Neural Networks[J]. IEEE Transactions on Networking, 2025, 34: 767-782. Link
Li R, Wang S, Huang H, et al. Multi-Dimensional Spectrum Prediction Using Closed-Form Continuous-Time Neural Network With Graph Attention[J]. IEEE Transactions on Vehicular Technology, 2025. Link
Li Y, Liu Y, Yu W. Multimodal Visual Image Based User Association and Beamforming Using Graph Neural Networks[J]. IEEE Transactions on Wireless Communications, 2025. Link Code
Bilen T. Real-Time Congestion Management in 6G Networks via GNN-Based Detection and Queue-Aware Mitigation[J]. Computer Networks, 2025: 111941. Link
Zhong L, Zhang J, Chen Z, et al. Subtopology-Assisted Federated Graph Learning With Adaptive Neighbor Generation in Edge-Client Collaborative Networks[J]. IEEE Transactions on Networking, 2025. Link
Xie Y, Ding Z, Dai X. Beam Allocation in THz-NOMA Networks: A Graph Neural Network Approach[J]. IEEE Transactions on Vehicular Technology, 2025. Link
Wu Y, Liu Y, Wang F, et al. Exploring Spatio-Temporal Dynamics for Spectrum Sensing: A GCN-LSTM Approach[J]. IEEE Transactions on Vehicular Technology, 2025. Link
Zhang H, Huang K, Yang C, et al. Fast Adversarial Training For Graph Neural Network Based Resource Allocation[J]. IEEE Wireless Communications Letters, 2025. Link
Liu Z, Zhang J, Xu B, et al. GCN-based low-complexity downlink beamforming for cell-free massive MIMO systems with partially coherent joint transmission[J]. IEEE Transactions on Wireless Communications, 2025. Link
Mughal U, Elshazly A, Atat R, et al. Generalizable Topology-Aware GNN-Based Intrusion Detection System for UAV Swarms[J]. IEEE Internet of Things Journal, 2025. Link
Ma Y, Zhang J, Liu Z, et al. Joint Power Control and Precoding for Cell-Free Massive MIMO Systems With Sparse Multi-Dimensional Graph Neural Networks[J]. IEEE Transactions on Vehicular Technology, 2025. Link
Zhou H, Xia W, Zheng G, et al. Graph Neural Network-based Continual Learning for Resource Allocation in Dynamic Wireless Environments[J]. IEEE Transactions on Vehicular Technology, 2025. Link
Gonzalez Bermudez A, Farreras M, Groshev M, et al. Graph Neural Networks for Open Radio Access Network Mobility Management: A Link Prediction Approach[J]. IEEE VEHICULAR TECHNOLOGY MAGAZINE, 2025. Link
Yang K, Xiao Q, and Wang C. Graph Reinforcement Learning-Based Transmission Scheduling for Underwater Acoustic Networks[J]. IEEE Communications Letters, 2025. Link
Long K, Chen S, and Xia G. Interference-Aware GCN-Enabled Hybrid Precoding With Limited Feedback: A Deep Joint Optimization Paradigm for FDD Massive MIMO[J]. IEEE Communications Letters, 2025. Link
Tang H, Zhang J, Zhao Z, et al. Joint Optimization based on Two-phase GNN in RIS-and DF-assisted MISO Systems with Fine-grained Rate Demands[J]. IEEE Transactions on Wireless Communications, 2025. Link
Bai Y, Yu D, Zhang X, et al. Link Prediction of UAV Networks Based on Dynamic Graph Neural Network[J]. IET Communications, 2025, 19(1): e70092. Link
Xiao Z, Liu S, Lu H, et al. Reliability Evaluation for WSNs Based on Deep Reinforcement Learning and Graph Neural Networks[J]. IEEE Transactions on Mobile Computing, 2025. Link
Perez-Ramirez D F, Pérez-Penichet C, Tsiftes N, et al. Robust Generalization of Graph Neural Networks for Carrier Scheduling[J]. IEEE Transactions on Machine Learning in Communications and Networking, 2025. Link Code
Kumar R, Rathinam M. An ERAN-Based Dynamic Graph Neural Network for CSI Prediction in Massive MIMO Systems[J]. IEEE Wireless Communications Letters, 2025. Link
Liu Y, Hua J, Zhou B, et al. BI-TE: achieving GNN-based bandwidth indistinguishable traffic engineering in multi-domain SDN[J]. Frontiers of Computer Science, 2025, 19(11): 1911502. Link
Shu Z, Deng X, Zhang J, et al. Decoupled Uplink-Downlink Multi-Connectivity Scheduling in Full-Duplex Cell-Free Massive MIMO Networks: A HGN-DRL Approach[J]. IEEE Transactions on Networking, 2025. Link
Rao Z, Zhu Z, Niyato D, et al. Dynamic LEO Satellite Routing Approach Based on Deep Graph Attention and Incremental Evolutionary Reinforcement Learning[J]. IEEE Internet of Things Journal, 2025. Link
Sivanantham E, Sekhar J C, Pullarao M V, et al. Energy‐Efficient Cluster Head Selection and Multipath Routing in WSN Using Heterogeneous‐Hyper Graph Neural Network and Velocity Paused Particle Swarm Optimization[J]. International Journal of Communication Systems, 2026, 39(1): e70263. Link
Cheng X, Liu B, Liu X, et al. Foundation Model Empowered Synesthesia of Machines (SoM): AI-native Intelligent Multi-Modal Sensing-Communication Integration[J]. IEEE Transactions on Network Science and Engineering, 2025. Link
Tian K, Yue C, She C, et al. GNN-based Auto-Encoder for Short Linear Block Codes: A DRL Approach[J]. IEEE Transactions on Communications, 2025. Link Code
Feng H, Zhang W, Liu Y, et al. GNN-enabled Multi-Agent DRL for Adaptive Path Selection in Multi-Network Domains[J]. IEEE Transactions on Network Science and Engineering, 2025. Link
He C, Lu Y, Chen W, et al. Graph Neural Network Enabled Fluid Antenna Systems: A Two-Stage Approach[J]. IEEE Transactions on Vehicular Technology, 2025. Link
Le H A, Van Chien T, Choi W. Graph Neural Network based Active and Passive Beamforming for Distributed STAR-RIS-Assisted Multi-User MISO Systems[J]. IEEE Transactions on Communications, 2025. Link
Zhang H, Han Y, Meng L, et al. MFFGCN: Multimodal Feature Fusion Graph Convolution Network for Radio Map Estimation With Uneven Spatial Sampling[J]. IEEE Transactions on Mobile Computing, 2025. Link
Ba X, Zhang X, Li S, et al. Multimodal semantic communication system based on graph neural networks[J]. Intelligence & Robotics, 2025, 5(3): 805-26. Link
He X, Dai Y, Yu C, et al. Multi-User Parallel Channel Extrapolation Based on Graph-Transformer[J]. IEEE Transactions on Vehicular Technology, 2025. Link
Guo Z, Li F, Xie T, et al. NetGenius: Routing Configuration Recommendation Based on Graph Neural Network[J]. IEEE Transactions on Networking, 2025. Link
Huang X, Huang T, Cheng P, et al. Optimizing Task Migration for Public and Private Services in Vehicular Edge Networks: A Dual-Layer Graph Neural Network Approach[J]. IEEE Transactions on Mobile Computing, 2025. Link
Fang H, Huang K, Ye H, et al. Power Allocation for Delay Optimization in Device-to-Device Networks: A Graph Reinforcement Learning Approach[J]. IEEE Transactions on Vehicular Technology, 2025. Link
Zong Y, Chen L, Canyelles-Pericas P, et al. Resilient time synchronisation for aerial swarms by distributed graph neural networks[J]. IEEE Transactions on Network Science and Engineering, 2025: 1-15. Link Code
Zhang S, Liu A, Han C, et al. Federated Graph Reinforcement Learning-Driven Adaptive Routing Strategy for Mega LEO Satellite Networks[J]. IEEE Wireless Communications Letters, 2025. Link
Tong R, Guo S, Qiu X, et al. GCN and DRL based on dependent task offloading mechanism in edge computing[J]. Digital Communications and Networks, 2025. Link
Zhang Y, Li S, Li D, et al. GCN-Based Multi-Station Collaborative Predictive Beamforming for Integrated Sensing and Communication in Vehicular Networks[J]. IEEE Communications Letters, 2025. Link
Feng F, Zhang Y, Wang Z, et al. GOMOS: A GNN-Assisted Network-Media Integrated Optimization Framework for Massive Mobile Live Streaming[J]. IEEE Transactions on Cognitive Communications and Networking, 2025. Link
Tang X, Zhao K, Shen C, et al. Graph Attention Network-Driven Hierarchical Learning for Anti-Jamming UAV Communications[J]. IEEE Transactions on Wireless Communications, 2025. Link
Huang Y, Lin L, Wang X, et al. Graph Neural Network-Based Intermittent Fault Diagnosis for Reliability of Symbiotic Internet of Things[J]. IEEE Internet of Things Journal, 2025. Link
Li Y, Lu Y, Zhang G, et al. Homogeneous and Heterogeneous Graph Learning for Hybrid Beamforming in mmWave Systems[J]. IEEE Transactions on Wireless Communications, 2025. Link
Ma Z, Zhang N, Zhang H, et al. Joint Design of Sub-channel Assignment and Power Control in D2D Aided Cellular System: A Novel GNN and DRL based Approach[J]. Computer Networks, 2025: 111708. Link
Keerthi D S, Vishwanath P, Ramulu K P, et al. Joint Optimization of User Association and Power Allocation in Wireless Networks Using a Large Spatio‐Temporal Graph Transformer Model[J]. Internet Technology Letters, 2025, 8(6): e70131. Link
Farhan M, Wang L, Shah N, et al. PowerNetMax: A DRL-GNN Framework for IRS-Assisted IOT Network Optimization[J]. Computer Networks, 2025: 111760. Link
Sun Y, Yang Y, Hawbani A, et al. QoS Optimization Strategy Based on D-GNN for LEO Satellite-Assisted Aviation Networks[J]. Computer Networks, 2025: 111741. Link
Liu M, Huang C, Alhammadi A, et al. Beamforming Design and Association Scheme for Multi-RIS Multi-User mmWave Systems Through Graph Neural Networks[J]. IEEE Transactions on Wireless Communications, 2025. Link
Xu H, Gao X, Liu J, et al. FedACS: An Adaptive Client Selection Framework for Communication-Efficient Federated Graph Learning[J]. IEEE Transactions on Mobile Computing, 2025. Link
Huang Z, Wang Z, Han Z. Graph Neural Network Empowered Wireless Communications: Fundamentals, State-of-the-Art, Challenges, and Opportunities[J]. IEEE Wireless Communications, 2025. Link
He C, Lu Y, Ai B, et al. ICGNN: Graph Neural Network Enabled Scalable Beamforming for MISO Interference Channels[J]. IEEE Transactions on Mobile Computing, 2025. Link
Wang S, Song X, Song T, et al. Joint Optimization of Beamforming and Trajectory for UAV-RIS-Assisted MU-MISO Systems Using GNN and SD3[J]. IEEE Transactions on Mobile Computing, 2025. Link
Lin L, Liu Y, Cao L, et al. Low-Altitude Communication Networks Planning for Air Routes Coverage Based on Semi-Supervised GCN[J]. IEEE Communications Letters, 2025. Link
Liu H, Bi J, Li B, et al. Predictive ISAC Beamforming Using LoRA-Transformer LSTM Integrated with GNN in Ultra-Dense D2D mmWave Networks[J]. IEEE Transactions on Vehicular Technology, 2025. Link
Fathy M, Fei Z, Guo J, et al. Robust Optimization for Multi-STAR-IRS-Aided Multi-Cell Communication System Based on GNN-Enhanced Partially Distributed Multi-Agent[J]. IEEE Transactions on Vehicular Technology, 2025. Link
Han H, Lu Y, Song Z, et al. SWIPTNet: a Unified Deep Learning Framework for SWIPT Based on GNN and Transfer Learning[J]. IEEE Transactions on Mobile Computing, 2025. Link
Awan K A, Din I U, Almogren A, et al. TrustAware-GNN: Graph Neural Network-Based Trust Management for IoT Anomaly Detection[J]. IEEE Internet of Things Journal, 2025. Link
Mir M, Trik M. A novel intrusion detection framework for industrial IoT: GCN-GRU architecture optimized with ant colony optimization[J]. Computers and Electrical Engineering, 2025, 126: 110541. Link
Dai Y, Lyu L, Cheng N, et al. A Survey of Graph-Based Resource Management in Wireless Networks-Part I: Optimization Approaches[J]. IEEE Transactions on Cognitive Communications and Networking, 2024. Link
Dai Y, Lyu L, Cheng N, et al. A survey of graph-based resource management in wireless networks-part ii: Learning approaches[J]. IEEE Transactions on Cognitive Communications and Networking, 2024. Link
Shi Y, Zhang H, Shi L, et al. Autonomous cyber defense for AIoT using Graph Attention Network-Enhanced reinforcement learning[J]. Computer Communications, 2025, 241: 108265. Link
Dai Y, Rao X, Gu B, et al. Graph Learning-Based Multi-User Multi-Task Offloading in Wireless Computing Power Networks[J]. IEEE Internet of Things Journal, 2025. Link
Feng X, Mohammed E L H, Xu C, et al. Graph Neural Network Aided Detection for the Multi-User Multi-Dimensional Index Modulated Uplink[J]. IEEE Open Journal of Vehicular Technology, 2025. Link
Shao M, Zhang R, Yang L. Graph Neural Network‐Based Task Offloading and Resource Allocation for Scalable Vehicular Networks[J]. IET Communications, 2025, 19(1): e70064. Link
Verma N K, Naik K J. Graph Reinforcement and Asynchronous Federated Learning based task offloading in fog computing[J]. Physical Communication, 2025: 102776. Link
Liao L, Tao M, Dong A, et al. Graph-Convolutional-Network-Enabled Task Offloading for Industrial Image Recognition in Digital Twin Edge Networks[J]. IEEE Internet of Things Journal, 2025. Link
Liang L, Tian Z, Huang H, et al. Heterogeneous Secure Transmissions in IRS-Assisted NOMA Communications: CO-GNN Approach[J]. IEEE Internet of Things Journal, 2025. Link
Foka G O D, Stanica R, Naboulsi D. HGC-LSTM: A graph neural network-based model for HO forecasting in mobile networks[J]. Computer Networks, 2025: 111497. Link
Wu J, Zhu Z L. Intelligent routing optimization for SDN based on PPO and GNN[J]. Journal of Network and Computer Applications, 2025: 104249. Link
Li Y, Zhou Z, Sun P, et al. KeAD: Knowledge-enhanced Graph Attention Network for Accurate Anomaly Detection[J]. IEEE Transactions on Services Computing, 2025. Link
Liu S, Yang C, Han S. Learning Wideband User Scheduling and Hybrid Precoding with Graph Neural Networks[J]. IEEE Transactions on Wireless Communications, 2025. Link Code
Liu X, Wang X, Fan B, et al. Multi-Agent Primal Dual DDPG based Reactive Power Optimization of Active Distribution Networks via Graph Reinforcement Learning[J]. IEEE Internet of Things Journal, 2025. Link
Dong Y, Zhang M, Huo Y, et al. Multi-View Graph Neural Networks for Spectrum Sensing in Cognitive Radio[J]. IEEE Internet of Things Journal, 2025. Link
Gao R, Zhang B, Zhang Q, et al. Toward the Age in Forwarding: A Deep Reinforcement Learning Enabled Routing Mechanism for Large-Scale Satellite Networks via Spatial–Temporal Graph Neural Networks[J]. IEEE Transactions on Networking, 2025. Link
Chen M, Ben-Othman J, Mokdad L, et al. Urban Expressway Traffic State Forecast via Graph Neural Network and LoRaWAN Communication[J]. IEEE Internet of Things Journal, 2025. Link
Kaya M O, Ozdem M, Das R. A new hybrid approach combining GCN and LSTM for real-time anomaly detection from dynamic computer network data[J]. Computer Networks, 2025: 111372. Link
Yılmaz A, Das R. A novel hybrid approach combining GCN and GAT for effective anomaly detection from firewall logs in campus networks[J]. Computer Networks, 2025, 259: 111082. Link
Jamshidiha S, Pourahmadi V, Mohammadi A. A Traffic-Aware Graph Neural Network for User Association in Cellular Networks[J]. IEEE Transactions on Mobile Computing, 2025. Link
Khairy M, Mokhtar H M O, Abdalla M. Adaptive traffic prediction model using Graph Neural Networks optimized by reinforcement learning[J]. International Journal of Cognitive Computing in Engineering, 2025, 6: 431-440. Link
Liu Y, Xu B, Yu T, et al. ARS: Adaptive routing strategies using AT-GCN for traffic optimization in data center networks[J]. Journal of Network and Computer Applications, 2025: 104214. Link
Pravin Kumar D, Ganesh Kumar P. Cluster-Based Routing Protocol Design Using Gated Fusion Adaptive Graph Neural Network in Wireless Sensor Networks[J]. IETE Journal of Research, 2025, 71(3): 996-1008. Link
Godi R K, Panchal S M, Agarwal S. Cooperative Resource Allocation Using Optimized Heterogeneous Context‐Aware Graph Convolutional Networks in 5G Wireless Networks[J]. International Journal of Communication Systems, 2025, 38(5): e70002. Link
Huang W, Wang Y, Yuan H, et al. Cooperative Spectrum Sensing Algorithm Based on Eigenvalue and Graph Convolutional Network[J]. IEEE Sensors Journal, 2025. Link
Chen Y, Cao H, Wang L, et al. Deep Reinforcement Learning-Based Routing Method for Low Earth Orbit Mega-Constellation Satellite Networks with Service Function Constraints[J]. Sensors, 2025, 25(4): 1232. Link
Wu J, Zou Y, Zhang X, et al. Dependency-Aware Task Offloading Strategy via Heterogeneous Graph Neural Network and Deep Reinforcement Learning[J]. IEEE Internet of Things Journal, 2025. Link
Chen L, Yang X, Sun H, et al. Dependent task offloading in multi-access edge computing: A GCN augmented deep reinforcement learning approach[J]. Computer Networks, 2025: 111445. Link
Han Z, Zhang C, Yang G, et al. DIMK-GCN: A Dynamic Interactive Multi-Channel Graph Convolutional Network Model for Intrusion Detection[J]. Electronics, 2025, 14(7): 1391. Link
Zhou X, Xu R, Tian X, et al. Distributed Routing and Data Scheduling in IPNs With GNN-Based Multi-Agent DRL[J]. IEEE Internet of Things Journal, 2025. Link
Liu Z, Zhang J, Zheng J, et al. Distributed URLLC Beamforming for Partially Connected Cell-Free Massive MIMO Systems with Scalable Graph Neural Networks[J]. IEEE Transactions on Communications, 2025. Link
Chen J, Zhuo S, He J, et al. Federated Graph Learning via Constructing and Sharing Feature Spaces for Cross-Domain IoT[J]. IEEE Internet of Things Journal, 2025. Link
Ke Y, Zhang W, Zhang Y, et al. GIGNet: A Graph-in-Graph Neural Network for Automatic Modulation Recognition[J]. IEEE Transactions on Vehicular Technology, 2025. Link
Liu L, Jing T, Tan S, et al. Graph Neural Network-based Deep Reinforcement Learning algorithm for Virtual Network Function forwarding graph embedding in Space–Air–Ground Integrated Network[J]. Engineering Applications of Artificial Intelligence, 2025, 156: 111083. Link
Lu J, Tang C, Ma W, et al. Graph-based reinforcement learning for software-defined networking traffic engineering[J]. Journal of King Saud University Computer and Information Sciences, 2025, 37(6): 119. Link
Cai S, Tang H, Chen J, et al. GSA-DT: A Malicious Traffic Detection Model Based on Graph Self-Attention Network and Decision Tree[J]. IEEE Transactions on Network and Service Management, 2025. Link
Zhang H, Gao N, Zhao X, et al. GSDRL: Resource orchestration in integrated satellite-terrestrial network for a hybrid edge-cloud[J]. Computer Networks, 2025: 111403. link
Kołakowski R, Tomaszewski L, Tępiński R, et al. Hierarchical Traffic Engineering in 3D Networks Using QoS-Aware Graph-Based Deep Reinforcement Learning[J]. Electronics, 2025, 14(5): 1045. Link
Jamaesha S S, Gowtham M S, Ramkumar M, et al. Optimized Auto Separate Federated Graph Neural With Enhanced Well‐Known Signature Trust‐Based Routing Attacks Detection in Internet of Things[J]. Transactions on Emerging Telecommunications Technologies, 2025, 36(5): e70158. Link
Pushpa G, Babu R A, Subashree S, et al. Optimizing coverage in wireless sensor networks using deep reinforcement learning with graph neural networks[J]. Scientific Reports, 2025, 15(1): 16681. Link
Krishnan S, Park J, Sherman G, et al. Predictive Covert Communication Against Multi-UAV Surveillance Using Graph Koopman Autoencoder[J]. IEEE Transactions on Vehicular Technology, 2025. Link
Huang H, Wang Q, Min G, et al. QoS Prediction for Component Services in 5 G via Graph-based Deep Reinforcement Learning[J]. IEEE Transactions on Mobile Computing, 2025. Link
Xie W, Yang H, Xiong Z. Resource allocation for UAV-assisted anti-jamming semantic D2D networks: A graph reinforcement learning approach[J]. Computer Networks, 2025: 111463. Link
Liu Z, Zhang J, Zhu Y, et al. Robust multidimensional graph neural networks for signal processing in wireless communications with edge-graph information bottleneck[J]. IEEE Transactions on Signal Processing, 2025. Link
Zhang X, Peng Y, Huang H, et al. SAMS-GNN: Self-Adaptive Multi-Scale Graph Neural Network for Multi-Band Spectrum Prediction[J]. IEEE Transactions on Cognitive Communications and Networking, 2025. Link
Zhang S, Feng Z, Peng Z, et al. Sparse graph neural network aided efficient decoder for polar codes under bursty interference[J]. Digital Communications and Networks, 2025, 11(2): 359-364. Link
Wang X, Yiy B, Lix Q, et al. SRv6 and Zero-Trust Policy Enabled Graph Convolutional Neural Networks for Slicing Network Optimization[J]. IEEE Journal on Selected Areas in Communications, 2025. Link
Meng C, Tang M, Setayesh M, et al. Tackling Resource Allocation for Decentralized Federated Learning: a GNN-based Approach[J]. IEEE Transactions on Mobile Computing, 2025. Link
Gao R, Zhang B, Zhang Q, et al. Topology-Compressed Data Delivery in Large-Scale Heterogeneous Satellite Networks: An Age-Driven Spatial-Temporal Graph Neural Network Approach[J]. IEEE Transactions on Mobile Computing, 2025. Link
Du Y, Li Y, Cheng P, et al. UGL: A comprehensive hybrid model integrating GCN and LSTM for enhanced intrusion detection in UAV controller area networks[J]. Computer Networks, 2025, 262: 111157. Link
Zheng X, Hu X, Wang T, et al. A Meta-Computing Framework for Collaborative Federated Graph Learning in Industrial IoTs[J]. IEEE Internet of Things Journal, 2025. Link
Zhang L, Hao X, Liu Q, et al. Automatic Modulation Recognition of Radio Frequency Proximity Sensor Signals Based on Adaptive Relational Graph Attention Network[J]. IEEE Transactions on Instrumentation and Measurement, 2025. Link
Zhou X, Xu R, Tian X, et al. Distributed Routing and Data Scheduling in IPNs With GNN-Based Multi-Agent DRL[J]. IEEE Internet of Things Journal, 2025. Link
Zhao Y, Zhou Y, Wang Z, et al. Learning to Beamform for Integrated Sensing and Communication: A Graph Neural Network with Implicit Projection Approach[J]. IEEE Transactions on Wireless Communications, 2025. Link
Wan Z, Zhao S, Wang C, et al. Joint DRL and GCN-based Cloud-Edge-End collaborative cache optimization for metaverse scenarios[J]. Computer Networks, 2025: 111239. Link
Wang Z, Zhan W, Duan H, et al. Multiobjective optimization deep reinforcement learning for dependent task scheduling based on spatio-temporal fusion graph neural network[J]. Engineering Applications of Artificial Intelligence, 2025, 148: 110337. Link
Shi R, Yu X, Wang Y, et al. Symmetry-Informed MARL: A Decentralized and Cooperative UAV Swarm Control Approach for Communication Coverage[J]. IEEE Transactions on Mobile Computing, 2025. Link
Yin P, Zhou J, Ge Y, et al. DTSG-Net: Dynamic Time Series Graph Neural Network and It’s Application in Modulation Recognition[J]. IEEE Internet of Things Journal, 2025. Link
Ji M, Wu Q, Fan P, et al. Graph neural networks and deep reinforcement learning based resource allocation for v2x communications[J]. IEEE Internet of Things Journal, 2025. Link Code
Lu Y, Li Y, Zhang R, et al. Graph neural networks for wireless networks: Graph representation, architecture and evaluation[J]. IEEE Wireless Communications, 2025. Link
Zhao J, Yang C. Graph reinforcement learning with relational priors for predictive power allocation[J]. Science China Information Sciences, 2025, 68(2): 1-18. Link
Zeng J, Lin S, Ai Y, et al. Green communication for OverGNN enabled heterogeneous ultra‐dense networks[J]. IET Communications, 2025, 19(1): e70005. Link
Bai L, Ma H, Jiang Y, et al. GRL-RR: A Graph Reinforcement Learning-based resilient routing framework for software-defined LEO mega-constellations[J]. Computer Networks, 2025: 111089. Link
Huang G, Chen X, Wu Q, et al. Joint Client and Cross-Client Edge Selection for Cost-Efficient Federated Learning of Graph Convolutional Networks[J]. IEEE/ACM Transactions on Networking, 2025. Link
Dong Y, Zhang M, Cheng X, et al. SCM-GNN: A Graph Neural Network-Based Multi-Antenna Spectrum Sensing in Cognitive Radio[J]. IEEE Transactions on Cognitive Communications and Networking, 2025. Link
Feys T, Van der Perre L, Rottenberg F. Toward Energy-Efficient Massive MIMO: Graph Neural Network Precoding for Mitigating Non-Linear PA Distortion[J]. IEEE Transactions on Cognitive Communications and Networking, 2025. Link Code
Khanna A, Anjali G, Verma N K, et al. A GRL-aided federated graph reinforcement learning approach for enhanced file caching in mobile edge computing[J]. Computing, 2025, 107(1): 40. Link
Carletti V, Foggia P, Rosa F, et al. Detecting malicious IoT network communication through Graph Neural Networks in real-world conditions[J]. Pattern Recognition Letters, 2025. Link
Sun Q, He Y, Li Y, et al. Edge Feature Empowered Graph Attention Network for Sum Rate Maximization in Heterogeneous D2D Communication System[J]. Neurocomputing, 2025, 616: 128883. Link
Farreras M, Paillissé J, Fàbrega L, et al. GNNetSlice: A GNN-based performance model to support network slicing in B5G networks[J]. Computer Communications, 2025: 108044. Link Code
Wang Z, Yi B, Kumari S, et al. Graph convolutional networks and deep reinforcement learning for intelligent edge routing in IoT environment[J]. Computer Communications, 2025: 108050. Link
Gao Z, Gündüz D. Graph Neural Networks over the Air for Decentralized Tasks in Wireless Networks[J]. IEEE Transactions on Signal Processing, 2025. Link
Tian Z, Zhou X, Liao Z, et al. GTSNet: A Generalized Traffic Scheduler for Time-Sensitive Networking Based on Graph Neural Network[J]. IEEE Transactions on Industrial Informatics, 2024. Link
Sugapriya S, Vijayabhasker R. Improved Deep Reinforcement Learning With Faster Graph Recurrent Convolutional Neural Network‐Enabled Adaptive Network Slicing for Tailored Service Delivery in NextGen Networks[J]. International Journal of Communication Systems, 2025, 38(2): e6049. Link
Huang Y. Multimedia Tasks-Oriented Edge Computing Offloading Scheme Based on Graph Neural Network in Vehicular Networks[J]. IEEE Access, 2025. Link
Ghosh S. Network traffic analysis based on cybersecurity intrusion detection through an effective Automated Separate Guided Attention Federated Graph Neural Network[J]. Applied Soft Computing, 2025, 169: 112603. Link
Ye M, Zhang J, Guo Z, et al. Path-Based Graph Neural Network for Robust and Resilient Routing in Distributed Traffic Engineering[J]. IEEE Journal on Selected Areas in Communications, 2025. Link
Zhang A, Zhao Y, Zhou C, et al. ResACAG: A graph neural network based intrusion detection[J]. Computers and Electrical Engineering, 2025, 122: 109956. Link
Farhan M, Shah N, Wang L, et al. RDG-TE: Link reliability-aware DRL-GNN-based traffic engineering in SDN[J]. Expert Systems with Applications, 2025, 265: 125963. Link
Li Z, Zhao H, Zhao J, et al. SAT-Net: A staggered attention network using graph neural networks for encrypted traffic classification[J]. Journal of Network and Computer Applications, 2025, 233: 104069. Link

Conference

Alkadamani M, Yanikomeroglu H, Ghasemi A. A Graph-Based Approach to Spectrum Demand Prediction Using Hierarchical Attention Networks[C]//GLOBECOM 2025-2025 IEEE Global Communications Conference. IEEE, 2025: 2994-3000. Link
Zervou P, Keramidi I, Ramantas K, et al. A Spatio-Temporal Graph Neural Network-Based Framework for SLA Compliance in 6G Networks[C]//GLOBECOM 2025-2025 IEEE Global Communications Conference. IEEE, 2025: 817-822. Link
Ren Y, Ma X, Xin Y, et al. Cellular Network Traffic Prediction with Graph Neural Networks[C]//GLOBECOM 2025-2025 IEEE Global Communications Conference. IEEE, 2025: 5260-5265. Link
Cai Y, Cheng P, Chen Z, et al. Deep Graph Fusion Reinforcement Learning for Task Offloading in Space-Air-Ground Integrated Networks[C]//GLOBECOM 2025-2025 IEEE Global Communications Conference. IEEE, 2025: 2462-2467. Link
Yan M, Guo H, Xiong R, et al. Deep Graph Reinforcement Learning-Enabled Computation Offloading for UAV-Assisted Vehicular Edge Computing Networks[C]//GLOBECOM 2025-2025 IEEE Global Communications Conference. IEEE, 2025: 2132-2137. Link
He Z, Sun Y, Zhang B, et al. Diffusion Model-based Graph Reinforcement Learning for Task Offloading in Computation Reuse-Enabled Industrial Edge Networks[C]//GLOBECOM 2025-2025 IEEE Global Communications Conference. IEEE, 2025: 1129-1134. Link
Kokkinakis P, Soumplis P, Varvarigos E. Distributed Task Scheduling in Collaborative Edge Infrastructures with Graph Reinforcement Learning[C]//GLOBECOM 2025-2025 IEEE Global Communications Conference. IEEE, 2025: 338-343. Link
Lyu Q, Vu M. Efficient Edge-update GNN for Beamforming and Power Allocation in Wireless Networks[C]//GLOBECOM 2025-2025 IEEE Global Communications Conference. IEEE, 2025: 636-641. Link
Li H, Lu Y, Dai Y, et al. Efficient Radio Resource Management in C-V2X with Federated Graph Neural Networks[C]//GLOBECOM 2025-2025 IEEE Global Communications Conference. IEEE, 2025: 4463-4468. Link
Gong Y, Wang J, Liu X, et al. Federated Graph Learning Aided Task Scheduling Mechanism with Reduced Transmission Latency for Satellite-Ground Integrated Networks[C]//GLOBECOM 2025-2025 IEEE Global Communications Conference. IEEE, 2025: 847-852. Link
Gowtham V, Basaran O T, Dandekar A, et al. GNN-ATIVE: An AI-native, Graph-based Orchestrator for Next-Generation Wireless Networks[C]//2025 IEEE Global Communications Conference (GLOBECOM). IEEE, 2025. Link
Bakar R A, Paolucci F, Cugini F, et al. IDS-NGNN: A SmartNIC-based Intrusion Detection System Based on Reduce and Merge Nested Graph Neural Networks[C]//GLOBECOM 2025-2025 IEEE Global Communications Conference. IEEE, 2025: 2657-2662. Link
Tasdighi A, Yousefi M. Adaptive Learned Message Passing Algorithms for Decoding Error Correcting Codes[C]//European WIRELESS 2025; 30th European Wireless Conference. VDE, 2025: 115-120. Link
Zhang L, Zhao H, Wang Q, et al. An Automatic Modulation Classification Algorithm Based on Adaptive Visibility Graph and GNN Incorporating GRU[C]//2025 Seventeenth International Conference on Wireless Communications and Signal Processing (WCSP). IEEE, 2025: 1-6. Link
Chen Y, Dai Y, Lyu L. Edge-Aware Graphormer for Downlink Covert Communication Optimization in Aerial Cell-Free Networks[C]//2025 Seventeenth International Conference on Wireless Communications and Signal Processing (WCSP). IEEE, 2025: 1-6. Link
Zhang J, Xu L, Li R, et al. HetRGNN-MARL: A Graph-Enhanced Multi-Agent Reinforcement Learning Approach for Resource Allocation and Trajectory Optimization in UAV-Assisted ISAC Networks[C]//2025 Seventeenth International Conference on Wireless Communications and Signal Processing (WCSP). IEEE, 2025: 1-6. Link
Xiong J, Tan J, Liu X, et al. Joint Mode Selection and Resource Allocation for D2D Communication Systems with Graph Neural Networks[C]//2025 Seventeenth International Conference on Wireless Communications and Signal Processing (WCSP). IEEE, 2025: 1-6. Link
Wang C, Liu Y, Song R, et al. Joint Optimization of Routing and Power Control in UAV Networks Via Graph Reinforcement Learning[C]//2025 Seventeenth International Conference on Wireless Communications and Signal Processing (WCSP). IEEE, 2025: 1-6. Link
Zhang J, Huang H, Shi C, et al. Spatiotemporal-Aware Resilient Routing Algorithm Based on Graph Attention Double DQN[C]//2025 Seventeenth International Conference on Wireless Communications and Signal Processing (WCSP). IEEE, 2025: 1-6. Link
Che D, Li Y, Gong Y. STG-foF2: Spatio-Temporal Graph Networks for foF2 Prediction in High-Frequency Communication[C]//2025 IEEE International Performance, Computing, and Communications Conference (IPCCC). IEEE, 2025: 1-6. Link
Yi L, Luo J, Ran Y. Transformer and Multi-Scale GAT-Based DRL for SFC Deployment in LEO Satellite Networks[C]//2025 Seventeenth International Conference on Wireless Communications and Signal Processing (WCSP). IEEE, 2025: 1-7. Link
Gkelias A, Leung K K, Baker P J, et al. GNN-Enabled Reinforcement Learning for Robust Task Admission and Routing in IoBT Environments[C]//MILCOM 2025-2025 IEEE Military Communications Conference (MILCOM). IEEE, 2025: 1-6. Link
Zhao W, Lu Y, Zhong Z, et al. GNN-Based Clustered Federated Learning for Hierarchical Vehicular Networks[C]//ICC 2025-IEEE International Conference on Communications. IEEE, 2025: 3449-3454. Link
Simhon Z, Weiss M, Hajaj C, et al. A New D-MAGIC: Dynamic Model for Cybersecurity Attack Detection Using GNNs into Clustering[C]//ICC 2025-IEEE International Conference on Communications. IEEE, 2025: 6771-6776. Link
Serhane O, Moungla H. GCN-ATO: GCN-Assisted Task Offloading for Multi-Access Edge Computing in Hetnets[C]//ICC 2025-IEEE International Conference on Communications. IEEE, 2025: 2051-2057. Link
Huang Y, Jiang Y, Zheng F C, et al. GNN-Based RSMA for Energy Efficiency in Hardware-Impaired Cell-Free URLLC Systems[C]//ICC 2025-IEEE International Conference on Communications. IEEE, 2025: 3551-3556. Link
Semiari O, Nikopour H, Talwar S. Graph Reinforcement Learning for QoS-Aware Load Balancing in Open Radio Access Networks[C]. 2025 IEEE International Conference on Communications Workshops (ICC Workshops), 2025. Link
Meng C, Zhang H, Yin G, et al. Implicit Sign-Enhanced Stance Detection Model with Semantic Graph Attention Network[C]//ICC 2025-IEEE International Conference on Communications. IEEE, 2025: 7133-7139. Link
Rahmani M, Chu Y, Norouzi S, et al. Lightweight Graph Neural Networks for Enhanced 5G NR Channel Estimation[C]. 2025 IEEE 36th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), 2025. Link
Fan T, Lu X, Zhang F, et al. OnionGraph: A Graph Neural Network Framework for Tor-based Malware Traffic Detection and Classification[C]//ICC 2025-IEEE International Conference on Communications. IEEE, 2025: 5615-5620. Link Code
Racedo S, Jaumard B, Delgado O, et al. QoS-Aware Dynamic CU Selection in O-RAN with Graph-Based Reinforcement Learning[C]. 2025 21st International Conference on Network and Service Management (CNSM), 2025. Link
Latif-Martinez H, Vanerio J M, Casas-Hernandez P, et al. TSGFM–Graph Neural Networks for Zero-Shot Time Series Forecasting in Network Monitoring[C]//21st International Conference on Network and Service Management, CNSM 2025. 2025: 1-9. Link Code
Pereira-Ruisánchez D, Joham M, Fresnedo Ó, et al. A GNN-Based Approach to AP Cooperation Cluster Formation in Cell-Free Massive MIMO[C]//2025 IEEE 101st Vehicular Technology Conference (VTC2025-Spring). IEEE, 2025: 01-07. Link
Hlophe M C, Maharaj B T. A GNN-Based Discrete Choice Experiment for Heterogeneous Computational Task Offloading[C]//2025 IEEE 101st Vehicular Technology Conference (VTC2025-Spring). IEEE, 2025: 1-5. Link
Wang R, Dong M, Zhang Y, et al. A Graph Neural Networks Approach to Heterogeneous Link Switching in SATIN[C]//2025 IEEE/CIC International Conference on Communications in China (ICCC Workshops). IEEE, 2025: 1-6. Link
Zhang S, Liu T, Chen J, et al. Dynamic IoT Resource Allocation Using Graph Reinforcement Learning with Hypergraph Convolutions[C]//2025 IEEE 101st Vehicular Technology Conference (VTC2025-Spring). IEEE, 2025: 1-5. Link
Li K, Zheng J, Ni W, et al. Explainable Graph Attention-Driven Fairness Manipulation for Federated Learning in EdgeIoT[C]//2025 IEEE/CIC International Conference on Communications in China (ICCC). IEEE, 2025: 1-6. Link
Chen J, Wang F, Wang X. GNN Based Beamforming Design for RIS Assisted Near-Field ISAC Systems[C]//2025 IEEE/CIC International Conference on Communications in China (ICCC). IEEE, 2025: 1-6. Link
Yi Y, Yi X, Wang W, et al. GNNSIC: A New Approach to Soft Interference Cancellation with Graph Neural Networks[C]//2025 IEEE/CIC International Conference on Communications in China (ICCC). IEEE, 2025: 1-6. Link
Lei Y, Xiao Q, He Y, et al. Graph Neural Network for Location-and Orientation-Assisted mmWave Beam Alignment[C]. 2025 IEEE/CIC International Conference on Communications in China (ICCC Workshops). IEEE, 2025: 1-6. Link
Liu H, Xie Z, Liu J, et al. Heterogeneous Graph Neural Network for Beamforming Design in Cell-Free Massive MIMO with Underlaid D2D Maritime Systems[C]//2025 IEEE 101st Vehicular Technology Conference (VTC2025-Spring). IEEE, 2025: 1-6. Link
Peng J, Cai Y, Yuan J, et al. Joint Optimization of 3D Trajectory and Resource Allocation in Multi-UAV Systems via Graph Neural Networks[C]//2025 IEEE 101st Vehicular Technology Conference (VTC2025-Spring). IEEE, 2025: 1-5. Link
Zhang B, Mao C, Gao P, et al. Joint Resource Allocation in LEO Satellite System: A Hypergraph Neural Network Enhanced Reinforcement Learning Approach[C]//2025 IEEE/CIC International Conference on Communications in China (ICCC Workshops). IEEE, 2025: 1-6. Link
Zhang M, Wang Y, Meng J, et al. RGMSC: Relational Graph Attention Assisted Multi-Agent Soft Actor-Critic for Task Allocation in Heterogeneous Computing Power Networks[C]//2025 25th Asia-Pacific Network Operations and Management Symposium (APNOMS). IEEE, 2025: 1-6. Link
Cui Y, Tang R, He J, et al. Security-Aware Routing Optimization in TSNs via GCN-based Deep Reinforcement Learning[C]//2025 IEEE/CIC International Conference on Communications in China (ICCC Workshops). IEEE, 2025: 1-6. Link
Wang Q, Fu Y, Tian M, et al. ST-GAUTrans: Spatial-Temporal Gated Attention Transformer for Efficient Network Traffic Prediction[C]//2025 IEEE/CIC International Conference on Communications in China (ICCC). IEEE, 2025: 1-6. Link
Qi H, Wu M, Zhao M. Trajectory Optimization for Multi-UAV-Enabled Wireless-Powered MEC with Graph-Based MADRL[C]//2025 IEEE/CIC International Conference on Communications in China (ICCC). IEEE, 2025: 1-6. Link
Zhang J, Guo S, Xiao S, et al. A Gaussian Temporal Based Graph Convolutional Network for Traffic Operation Flow Forecasting[C]//2025 34th International Conference on Computer Communications and Networks (ICCCN). IEEE, 2025: 1-6. Link
Osada S, Shinomiya N. An Approximate Solution Using Graph Convolutional Network for a Load Balancing Problem in Communication Networks[C]//2025 34th International Conference on Computer Communications and Networks (ICCCN). IEEE, 2025: 1-5. Link
Zou Y, Brinton C G, Tripathi V. Communication-Efficient Cooperative Localization: A Graph Neural Network Approach[C]. 2025 23rd International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt). Link
Guo T, Xie K, Li W. HAtt3EGNN: An Unsupervised Power Allocation Method for Cell-Free Massive MIMO[C]//2025 34th International Conference on Computer Communications and Networks (ICCCN). IEEE, 2025: 1-6. Link
Rupanagudi M, Ishigaki G. Link-level Blocking Prediction for Dynamic Network Slicing using Graph Neural Networks[C]//2025 34th International Conference on Computer Communications and Networks (ICCCN). IEEE, 2025: 1-6. Link
Chen S, Xiao X, Hu G, et al. Relational Graph Attention Network Combined with Burst Position Encoding for Traffic Classification[C]//2025 IEEE/ACM 33rd International Symposium on Quality of Service (IWQoS). IEEE, 2025: 1-2. Link
Lamb I P, Duarte P A P R, Marques J, et al. Distributed Graph Neural Networks in Programmable Data Planes[C]//NOMS 2025-2025 IEEE Network Operations and Management Symposium. IEEE, 2025: 01-09. Link
Li Z, Ma J, Qiu M. GAT-Enhanced DRL Decision Framework for Joint Routing and Scheduling Under Vehicular Time-Sensitive Networking[C]//International Conference on Wireless Artificial Intelligent Computing Systems and Applications. Singapore: Springer Nature Singapore, 2025: 1-12. Link
Fritz T, Schwankner A, Wissing J H, et al. Granomaly: A Framework for Anomaly Detection in 5G Core Network Control Plane Traffic with Temporal Graph Neural Networks[C]//NOMS 2025-2025 IEEE Network Operations and Management Symposium. IEEE, 2025: 1-6. Link
Kumar D R, Antón-Haro C, Mestre X. Graph Neural Network Architecture for MIMO Channel Estimation[C]//2025 IEEE 22nd Consumer Communications & Networking Conference (CCNC). IEEE, 2025: 1-2. Link
Liu Y, Deng G, Zhou H, et al. AP Selection in Uplink Cell-Free Massive MIMO: An Unsupervised Heterogeneous GNN Approach[C]//2025 IEEE Wireless Communications and Networking Conference (WCNC). IEEE, 2025: 1-6. Link
Yang W, Xie Z, Chen J, et al. Diverse-Feature Spatial-Temporal Graph Attention Network for Long-Term Interference Prediction[C]//2025 IEEE Wireless Communications and Networking Conference (WCNC). IEEE, 2025: 1-6. Link
Hu K, Du H. DNS-GraphSentry: A Robust Graph Neural Network Approach for Automated Misconfiguration Diagnosis[C]//Proceedings of the 9th Asia-Pacific Workshop on Networking. 2025: 256-257. Link
Singhal C, Hadjadj-Aoul Y. Energy-Efficient Dynamic Training and Inference for GNN-Based Network Modeling[C]//2025 IEEE Wireless Communications and Networking Conference (WCNC). IEEE, 2025: 1-6. Link
Sun X, Xiong R, Shen D, et al. Enhancing Network Traffic Prediction by Integrating Graph Transformer with a Temporal Model[C]//Proceedings of the 9th Asia-Pacific Workshop on Networking. 2025: 150-156. Link
Mehregan N, De Grande R E. GCN-Based Throughput-Oriented Handover Management in Dense 5G Vehicular Networks[C]. IEEE DCOSS-IoT 2025. Link
Zhou H, Gong X, Tsinos C G, et al. GNN-enabled deep unfolding for precoding in massive MIMO LEO satellite communications[C]//2025 IEEE Wireless Communications and Networking Conference (WCNC). IEEE, 2025: 1-6. Link
Wang X, Guo B, Liang H, et al. Interference Coordination Leveraging Weighted Graph Convolutional Network[C]//2025 IEEE Wireless Communications and Networking Conference (WCNC). IEEE, 2025: 1-6. Link
Li X, Li H, Li X, et al. RadioGAT: A Model-Based Learning Framework for Radio Map Reconstruction via Graph Attention Networks[C]//2025 IEEE Wireless Communications and Networking Conference (WCNC). IEEE, 2025: 1-6. Link
Zhu Z, Wang Y, Wu K, et al. A Novel Traffic Prediction Method for Dynamic Satellite Networks Based on Graph Attention Networks[C]//2025 IEEE Wireless Communications and Networking Conference (WCNC). IEEE, 2025: 1-7. Link

Preprint

Camargo R G, Wang Z, NaderiAlizadeh N, et al. Wireless Link Scheduling with State-Augmented Graph Neural Networks[J]. arXiv preprint arXiv:2505.07598, 2025. Link Code
Clausius J, Rübenacke M, Tandler D, et al. Joint Detection and Decoding: A Graph Neural Network Approach[J]. arXiv preprint arXiv:2501.08871, 2025. Link
Bahara A A M, Ferrahia K S, Messai M L, et al. CONTINUUM: Detecting APT Attacks through Spatial-Temporal Graph Neural Networks[J]. arXiv preprint arXiv:2501.02981, 2025. Link Code

2024

Journal

Wang D, Bai Y, Song B. A knowledge graph-based reinforcement learning approach for cooperative caching in MEC-enabled heterogeneous networks[J]. Digital Communications and Networks, 2024. Link
Du Y, Qi N, Li X, et al. Distributed multi-UAV trajectory planning for downlink transmission: A GNN-enhanced DRL approach[J]. IEEE Wireless Communications Letters, 2024. Link
Guo X, Xu Y, Sun J, et al. Dynamic Graph Temporal-Frequency Dual-Channel Network for Multi-band Spectrum Prediction[J]. IEEE Communications Letters, 2024. Link
Khan S, Avgeris M, Gascon-Samson J, et al. EMDTORA: Energy-Aware Multi-User Dependent Task Offloading and Resource Allocation in MEC Using Graph-Enabled DRL[J]. IEEE Transactions on Green Communications and Networking, 2024. Link
Latif-Martínez H, Suárez-Varela J, Cabellos-Aparicio A, et al. GAT-AD: Graph Attention Networks for contextual anomaly detection in network monitoring[J]. Computers & Industrial Engineering, 2024: 110830. Link
Dai M, Gong T, Zhang S. Graph Convolutional Network-Based Channel Extrapolation for Hybrid RIS-Aided Communication[J]. IEEE Wireless Communications Letters, 2024. Link
Liu Z, Zhang J, Shi E, et al. Graph neural network meets multi-agent reinforcement learning: Fundamentals, applications, and future directions[J]. IEEE Wireless Communications, 2024. Link
Hao X, She C, Yeoh P L, et al. Hybrid-Task Meta-Learning: A GNN Approach for Scalable and Transferable Bandwidth Allocation[J]. IEEE Transactions on Wireless Communications, 2024. Link
Messinis S, El Marai O, Protonotarios N E, et al. Roads Digital Twin: Predictive Situational Awareness Using 360° Video Streaming and Graph Neural Networks[J]. IEEE Transactions on Vehicular Technology, 2024. Link
Al-Absi G A, Fang Y, Qaseem A A. STC-GraphFormer: Graph Spatial-Temporal Correlation Transformer for In-vehicle Network Intrusion Detection System[J]. Vehicular Communications, 2024: 100865. Link
Wang Q, Wang X, Liu H, et al. A Domain Adaptive IoT Intrusion Detection Algorithm Based on GWR-GCN Feature Extraction and Conditional Domain Adversary[J]. IEEE Internet of Things Journal, 2024. Link
Xiaoyu Z, Peihan Q, Qi L, et al. A graph-based semi-supervised approach for few-shot class-incremental modulation classification[J]. China Communications, 2024. Link
Dai Y, Lyu L, Cheng N, et al. A Survey of Graph-Based Resource Management in Wireless Networks-Part I: Optimization Approaches[J]. IEEE Transactions on Cognitive Communications and Networking, 2024. Link
Dai Y, Lyu L, Cheng N, et al. A Survey of Graph-Based Resource Management in Wireless Networks-Part II: Learning Approaches[J]. IEEE Transactions on Cognitive Communications and Networking, 2024. Link
Dai B, Li H, Huang W. Distributed on-demand Routing Algorithm with Graph Representation Learning for Industrial IoT[J]. IEEE Transactions on Network Science and Engineering, 2024. Link
Sun H, Liao X, Wang J, et al. Fast and Scalable ACL Policy Solving Under Complex Constraints With Graph Neural Networks[J]. IEEE/ACM Transactions on Networking, 2024. Link
Chen D, Zhang W, Gao D, et al. GFlow: GNN-Based Optimal Flow Scheduling for Multipath Transmission with Link Overlapping[J]. IEEE Transactions on Network Science and Engineering, 2024. Link
Luo J, Fei Z, Wang X, et al. GNN Based Resource Allocation for Digital Twin-Enhanced Multi-UAV Radar Networks[J]. IEEE Wireless Communications Letters, 2024. Link
Wu H, Tian L, Tang H, et al. Graph Convolutional Reinforcement Learning-Guided Joint Trajectory Optimization and Task Offloading for Aerial Edge Computing[J]. IEEE Transactions on Intelligent Transportation Systems, 2024. Link
Jiang W, Han H, Zhang Y, et al. Graph Neural Networks for Routing Optimization: Challenges and Opportunities[J]. Sustainability, 2024, 16(21): 9239. Link
Huang Z, Yu F R, Cai J. Knowledge Collaboration-Based Resource Allocation in 6G IoT: A Graph Attention RL Approach[J]. IEEE Internet of Things Journal, 2024. Link
Jie Y, Jingchao H, Nan C, et al. Multilayer satellite network collaborative mobile edge caching: A GCN-based multi-agent approach[J]. China Communications, 2024, 21(11): 56-74. Link
Xu A, Hu Z, Li X, et al. TransEdge: Task Offloading with GNN and DRL in Edge Computing-Enabled Transportation Systems[J]. IEEE Internet of Things Journal, 2024. Link
Hu H, Xie Z, Shi H, et al. Unsupervised Power Allocation Based on Combination of Edge Aggregated Graph Attention Network with Deep Unfolded WMMSE[J]. IEEE Transactions on Vehicular Technology, 2024. Link Code
Shen J, Lin Y, Zhang Y, et al. Content Caching-Assisted Vehicular Edge Computing Using Multi-Agent Graph Attention Reinforcement Learning[J]. IEEE Transactions on Vehicular Technology, 2024. Link
Kim J, Cho Y, Kim J. Edge Convolution Graph Neural Network assisted Power Allocation for Wireless IoT Networks[J]. IEEE Access, 2024. Link
Pan Y, Wang X, Xu Z, et al. GNN-Empowered Effective Partial Observation MARL Method for AoI Management in Multi-UAV Network[J]. IEEE Internet of Things Journal, 2024. Link Code
Wang S, Zhang S, Ma J, et al. Graph Neural Network-Based WiFi Indoor Localization System With Access Point Selection[J]. IEEE Internet of Things Journal, 2024. Link
Zhang S, Liu A, Han C, et al. GRLR: Routing With Graph Neural Network and Reinforcement Learning for Mega LEO Satellite Constellations[J]. IEEE Transactions on Vehicular Technology, 2024. Link
Li X, Zhang S, Li H, et al. RadioGAT: A Joint Model-based and Data-driven Framework for Multi-band Radiomap Reconstruction via Graph Attention Networks[J]. IEEE Transactions on Wireless Communications, 2024. Link
Wan S, Wang Z, Zhou Y. Scalable Hybrid Beamforming for Multi-User MISO Systems: A Graph Neural Network Approach[J]. IEEE Transactions on Wireless Communications, 2024. Link
Mehrabian A, Wong V W S. Joint Spectrum, Precoding, and Phase Shifts Design for RIS-Aided Multiuser MIMO THz Systems[J]. IEEE Transactions on Communications, 2024. Link Code
Ma H, Gu Y, Wu H, et al. A dual incentive mechanism based on graph attention neural network and contract in mobile opportunistic networks[J]. Physical Communication, 2024, 67: 102485. Link
Wang X, Guan K, He D, et al. Graph Neural Network enabled Propagation Graph Method for Channel Modeling[J]. IEEE Transactions on Vehicular Technology, 2024. Link
Jiang Q, Xu X, Bilal M, et al. Potential game based distributed IoV service offloading with graph attention networks in mobile edge computing[J]. IEEE Transactions on Intelligent Transportation Systems, 2024. Link
Yonghui H, Zuodong J, Peng Q, et al. Task offloading and resource allocation in NOMA-VEC: A multi-agent deep graph reinforcement learning algorithm[J]. China Communications, 2024, 21(8): 79-88. Link
Geng Z, She C, Wang R, et al. Zero-Shot Learning for Beam Management in LEO Satellite Communications[J]. IEEE Transactions on Wireless Communications, 2024. Link
Esmaeili B, Azmoodeh A, Dehghantanha A, et al. A GNN-Based adversarial internet of things Malware Detection Framework for critical infrastructure: Studying Gafgyt, Mirai and Tsunami campaigns[J]. IEEE Internet of Things Journal, 2024. Link Code
Li F, Lin J, Wang Y, et al. Distributed Hierarchical Temporal Graph Learning for Communication-Efficient High-Dimensional Industrial IoT Modeling[J]. IEEE Internet of Things Journal, 2024. Link
Tran D H, Park M. FN-GNN: A Novel Graph Embedding Approach for Enhancing Graph Neural Networks in Network Intrusion Detection Systems[J]. Applied Sciences, 2024, 14(16): 6932. Link
Ahmadi M, Moayyedi A, Sulaiman M, et al. Generalizable 5G RAN/MEC Slicing and Admission Control for Reliable Network Operation[J]. IEEE Transactions on Network and Service Management, 2024. Link
Li Y, Lu Y, Ai B, et al. GNN-based beamforming for sum-rate maximization in MU-MISO networks[J]. IEEE Transactions on Wireless Communications, 2024. Link
Wang Z, Bennis M, Zhou Y. Graph Attention-based MADRL for Access Control and Resource Allocation in Wireless Networked Control Systems[J]. IEEE Transactions on Wireless Communications, 2024. Link
Gu Y, She C, Bi S, et al. Graph Neural Network for Distributed Beamforming and Power Control in Massive URLLC Networks[J]. IEEE Transactions on Wireless Communications, 2024. Link Code
Kumar G R S, Arul Geetha G. Graph neural networks based queuing model for optimal load balancing in mobile ad hoc network[J]. International Journal of Communication Systems, e5922, 2024. Link
Wu Y, Liu J, Wang C, et al. Graph Transformer and LSTM Attention for VNF Multi-Step Workload Prediction in SFC[J]. IEEE Transactions on Network and Service Management, 2024. Link
Feng Z, Wu D, Huang M, et al. Graph Attention-Based Reinforcement Learning for Trajectory Design and Resource Assignment in Multi-UAV Assisted Communication[J]. IEEE Internet of Things Journal, 2024. Link
Yang M, Zhai D, Zhang R, et al. Joint Admission and Power Control for Massive Connections via Graph Neural Network[J]. IEEE Transactions on Vehicular Technology, 2024. Link
Liu J, Xu Z, Wang C, et al. Mobility-Aware MEC Planning With a GNN-Based Graph Partitioning Framework[J]. IEEE Transactions on Network and Service Management, 2024. Link
Yang Y, Feng L, Sun Y, et al. Multi-cluster Cooperative Offloading for VR Task: A MARL Approach with Graph Embedding[J]. IEEE Transactions on Mobile Computing, 2024. Link
Zhang P, Li Y, Vasilakos A V, et al. Optimizing network resource allocation with graph pointer neural network in large-scale AI systems[J]. Digital Communications and Networks, 2024. Link
Wang C, Peng J, Cai L, et al. Proactive Bandwidth Allocation for V2X Networks with Multi-attentional Deep Graph Learning[J]. IEEE Transactions on Wireless Communications, 2024. Link
Jiang Z, Li J, Hu Q, et al. Scalable Graph-Aware Edge Representation Learning for Wireless IoT Intrusion Detection[J]. IEEE Internet of Things Journal, 2024. Link
Guo J, Yang C. A Model-based GNN for Learning Precoding[J]. IEEE Transactions on Wireless Communications, 2024. Link
Zhuang W, Mao Y, He H, et al. Approximate Message Passing-Enhanced Graph Neural Network for OTFS Data Detection[J]. IEEE Wireless Communications Letters, 2024. Link
Wang Y, Wu H, Li R. Deep Graph Reinforcement Learning for Mobile Edge Computing: Challenges and Solutions[J]. IEEE Network, 2024. Link Code
Li F, Yang J, Lam K Y, et al. Dynamic spectrum access for Internet-of-Things with joint GNN and DQN[J]. Ad Hoc Networks, 2024: 103596. Link
Chen B J, Chang R Y, Chien F T, et al. Energy-Efficient Multi-RIS-Aided Rate-Splitting Multiple Access: A Graph Neural Network Approach[J]. IEEE Wireless Communications Letters, 2024. Link
Zhang J, Miao C W, Huang J Q, et al. Fractional function energy efficiency optimization in wireless networks: A graph convolutional network approach[J]. Ad Hoc Networks, 2024, 160: 103509. Link
Wang S, Cao H, Yang L, et al. GCN-Based Multi-Agent Deep Reinforcement Learning for Dynamic Service Function Chain Deployment in IoT[J]. IEEE Transactions on Consumer Electronics, 2024. Link
Sun W, Zou Y, Guan N, et al. Graph Attention Network–Based Deep Reinforcement Learning Scheduling Framework for in-Vehicle Time-Sensitive Networking[J]. IEEE Transactions on Industrial Informatics, 2024. Link
Marwani M, Kaddoum G. Graph Neural Networks Approach for Joint Wireless Power Control and Spectrum Allocation[J]. IEEE Transactions on Machine Learning in Communications and Networking, 2024. Link Code
Ding M, Guo Y, Huang Z, et al. GROM: A generalized routing optimization method with graph neural network and deep reinforcement learning[J]. Journal of Network and Computer Applications, 2024, 229: 103927. Link
Ros S, Tam P, Song I, et al. Handling Efficient VNF Placement with Graph-Based Reinforcement Learning for SFC Fault Tolerance[J]. Electronics, 2024, 13(13): 2552. Link
Li B, Perazzone J, Swami A, et al. Learning to Transmit with Provable Guarantees in Wireless Federated Learning[J]. IEEE Transactions on Wireless Communications, 2024. Link Code
Yang J, Jiang X, Lei Y, et al. MTSecurity: Privacy-Preserving Malicious Traffic Classification using Graph Neural Network and Transformer[J]. IEEE Transactions on Network and Service Management, 2024. Link
Wang T, Ouyang X, Sun D, et al. Offloading Strategy Based on Graph Neural Reinforcement Learning in Mobile Edge Computing[J]. Electronics, 2024, 13(12): 2387. Link
Jamshidiha S, Pourahmadi V, Mohammadi A, et al. Power allocation using spatio-temporal graph neural networks and reinforcement learning[J]. Wireless Networks, 2024: 1-14. Link
Daneshvar S M M H, Mazinani S M. Training a Graph Neural Network to solve URLLC and eMBB coexisting in 5G networks[J]. Computer Communications, 2024. Link
Wang T, Shen L, Fan Q, et al. Joint Admission Control and Resource Allocation of Virtual Network Embedding via Hierarchical Deep Reinforcement Learning[J]. IEEE Transactions on Services Computing, 2024. Link Code
Adeogun D A R, Berardinelli G. Power control for 6G in-factory subnetworks with partial channel information using graph neural networks[J]. IEEE Open Journal of the Communications Society, 2024. Link
Lin J, Lan T, Zhang B, et al. Multi-Scenario Cellular KPI Prediction Based on Spatiotemporal Graph Neural Network[J]. IEEE Transactions on Automation Science and Engineering, 2024. Link
Zhang C, Yin J, Deng S. Ensuring Fairness in Edge Networks: A GNN-Based Media Workload Migration Scheme With Fairness Guarantee[J]. IEEE Transactions on Services Computing, 2024. Link
Wang Y, Li Y, Shi Q, et al. Engnn: A general edge-update empowered gnn architecture for radio resource management in wireless networks[J]. IEEE Transactions on Wireless Communications, 2024. Link
Zhao X, Peng C, Ding H, et al. An integrated graph data privacy attack framework based on graph neural networks in IoT[J]. Concurrency and Computation: Practice and Experience, e8209, 2024. Link
Zhong M, Lin M, Zhang C, et al. A Survey on Graph Neural Networks for Intrusion Detection Systems: Methods, Trends and Challenges[J]. Computers & Security, 2024: 103821. Link
Pei X, Deng X, Tian S, et al. A Privacy-Preserving Graph Neural Network for Network Intrusion Detection[J]. IEEE Transactions on Dependable and Secure Computing, 2024. Link
Wu Z, Ding D, Xiu Y, et al. Robust QoS prediction based on reputation integrated graph convolution network[J]. IEEE Transactions on Services Computing, 2024. Link
Ghasemi A, Zeraatkar E, Moradikia M, et al. Adversarial Attacks on Graph Neural Networks based Spatial Resource Management in P2P Wireless Communications[J]. IEEE Transactions on Vehicular Technology, 2024. Link
Yang J, Xu J, Zhang Y, et al. Graph attention network-based precoding for reconfigurable intelligent surfaces aided wireless communication systems[J]. IEEE Transactions on Vehicular Technology, 2024. Link
Zhang X, Zhao H, Xiong J, et al. Decentralized Routing and Radio Resource Allocation in Wireless Ad Hoc Networks via Graph Reinforcement Learning[J]. IEEE Transactions on Cognitive Communications and Networking, 2024. Link Code
Li X, Chen M, Hu Y, et al. Jointly Optimizing Terahertz based Sensing and Communications in Vehicular Networks: A Dynamic Graph Neural Network Approach[J]. IEEE Transactions on Wireless Communications, 2024. Link
Cao Z, Deng X, Yue S, et al. Dependent Task Offloading in Edge Computing Using GNN and Deep Reinforcement Learning[J]. IEEE Internet of Things Journal, 2024. Link
Tan Y, Liu J, Wang J. 5G End-To-End Slice Embedding Based on Heterogeneous Graph Neural Network and Reinforcement Learning[J]. IEEE Transactions on Cognitive Communications and Networking, 2024. Link
Xu R, Wu G, Wang W, et al. Applying self-supervised learning to network intrusion detection for network flows with graph neural network[J]. Computer Networks, 2024: 110495. Link Code
Chang L, Branco P. Embedding residuals in graph-based solutions: the E-ResSAGE and E-ResGAT algorithms. A case study in intrusion detection[J]. Applied Intelligence, 2024: 1-16. Link
Zhang P, Wang E, Luo Z, et al. Energy-Efficient Virtual Network Embedding: A Deep Reinforcement Learning Approach Based on Graph Convolutional Networks[J]. Electronics, 2024, 13(10): 1918. Link
Park J, Choi B, Lee C, et al. Graph Neural Network-Based SLO-Aware Proactive Resource Autoscaling Framework for Microservices[J]. IEEE/ACM Transactions on Networking, 2024. Link
Wu Y, Nie L, Xiong X, et al. Incremental Update Intrusion Detection for Industry 5.0 Security: A Graph Attention Network-Enabled Approach[J]. IEEE Transactions on Consumer Electronics, 2024. Link
Yang H, Cheng N, Sun R, et al. Knowledge-Driven Resource Allocation for Wireless Networks: A WMMSE Unrolled Graph Neural Network Approach[J]. IEEE Internet of Things Journal, 2024. Link
Shi Y, Wang W, Zhu X, et al. Low Earth Orbit Satellite Network Routing Algorithm Based on Graph Neural Networks and Deep Q-Network[J]. Applied Sciences, 2024, 14(9): 3840. Link
Lian L, Chen N, Yuan X, et al. Low-complexity collaborative caching strategy based on spatio-temporal graph convolutional model[J]. Computer Networks, 2024: 110490. Link
Chen Z, Ge W, Fei H, et al. A lightweight graph neural networks based enhanced separated detection scheme for downlink MIMO-SCMA systems[J]. IEICE Transactions on Communications, 2024. Link
Alam S, Diaz Rivera J J, Sarwar M M S, et al. Assuring Efficient Path Selection in an Intent-Based Networking System: A Graph Neural Networks and Deep Reinforcement Learning Approach[J]. Journal of Network and Systems Management, 2024, 32(2): 41. Link
Narayanan S, Archana K S. Auto metric graph neural network optimized with woodpecker mating algorithm for detecting network layer attacks in mobile ad hoc networks[J]. Smart Science, 2024: 1-14. Link
Guo Z, Li F, Shen J, et al. ConfigReco: Network configuration recommendation with graph neural networks[J]. IEEE Network, 2024. Link
Han X, Xu G, Zhang M, et al. DE-GNN: Dual embedding with graph neural network for fine-grained encrypted traffic classification[J]. Computer Networks, 2024: 110372. Link
Yeh T J, Tsai W C, Chen C W, et al. Enhanced-GNN with Angular CSI for Beamforming Design in IRS-Assisted mmWave Communication Systems[J]. IEEE Communications Letters, 2024. Link
Liu C, Aggarwal V, Lan T, et al. FERN: Leveraging Graph Attention Networks for Failure Evaluation and Robust Network Design[J]. IEEE/ACM Transactions on Networking, 2024. Link Code
Luu V C, Hong J P. GNN-Based Meta-Learning Approach for Adaptive Power Control in Dynamic D2D Communications[J]. IEEE Transactions on Vehicular Technology, 2024. Link
He C, Li Y, Lu Y, et al. ICNet: GNN-Enabled Beamforming for MISO Interference Channels with Statistical CSI[J]. IEEE Transactions on Vehicular Technology, 2024. Link
Zhao B, Wu J, Ma Y, et al. Meta-Learning for Wireless Communications: A Survey and a Comparison to GNNs[J]. IEEE Open Journal of the Communications Society, 2024. Link
Liu S, Guo J, Yang C. Multidimensional graph neural networks for wireless communications[J]. IEEE Transactions on Wireless Communications, 2024. Link Data
Du A, Jia J, Chen J, et al. Online two-timescale service placement for time-sensitive applications in MEC-assisted network: A TMAGRL approach[J]. Computer Networks, 2024, 244: 110339. Link
Dhamala B K, Dawadi B R, Manzoni P, et al. Performance Evaluation of Graph Neural Network-Based RouteNet Model with Attention Mechanism[J]. Future Internet, 2024, 16(4): 116. Link
Liu M, Xu H, Sheng Q Z, et al. QoSGNN: Boosting QoS Prediction Performance with Graph Neural Networks[J]. IEEE Transactions on Services Computing, 2024. Link
Sun Q, He Y, Petrosian O. Resource allocation in heterogeneous network with node and edge enhanced graph attention network[J]. Applied Intelligence, 2024: 1-13. Link
Huang S, Wei Y, Peng L, et al. xNet: Modeling Network Performance With Graph Neural Networks[J]. IEEE/ACM Transactions on Networking, 2024. Link
Tam P, Ros S, Song I, et al. A Survey of Intelligent End-to-End Networking Solutions: Integrating Graph Neural Networks and Deep Reinforcement Learning Approaches[J]. Electronics, 2024, 13(5): 994. Link
Li Y, Lu Y, Ai B, et al. GNN-Enabled Max-Min Fair Beamforming[J]. IEEE Transactions on Vehicular Technology, 2024. Link
Xia W, He D, Yu L. Locational detection of false data injection attacks in smart grids: A graph convolutional attention network approach[J]. IEEE Internet of Things Journal, 2024. Link
Kannamma R, Umadevi K S. An efficient frame preemption algorithm for time-sensitive networks using enhanced graph convolutional network with particle swarm optimization[J]. Measurement: Sensors, 2024, 31: 100964. Link
Huang S, Zhang H, Wang X, et al. Fine-Grained Spatio-Temporal Distribution Prediction of Mobile Content Delivery in 5G Ultra-Dense Networks[J]. IEEE Transactions on Mobile Computing, 2024. Link
Zhao J, Tang T, Bu B, et al. Graph neural network‐based attack prediction for communication‐based train control systems[J]. CAAI Transactions on Intelligence Technology, 2024. Link
Peng Y, Guo J, Yang C. Learning Resource Allocation Policy: Vertex-GNN or Edge-GNN?[J]. IEEE Transactions on Machine Learning in Communications and Networking, 2024. Link
Zhao L, He C, Zhu X. A Fault Diagnosis Method for 5G Cellular Networks Based on Knowledge and Data Fusion[J]. Sensors, 2024, 24(2): 401. Link
Ngo D T, Aouedi O, Piamrat K, et al. Empowering Digital Twin for Future Networks with Graph Neural Networks: Overview, Enabling Technologies, Challenges, and Opportunities[J]. Future Internet, 2023, 15(12): 377. Link
Chen H, Chen P, Wang B, et al. Graph neural network based robust anomaly detection at service level in SDN driven microservice system[J]. Computer Networks, 2024, 239: 110135. Link
Lyu S, Peng L, Chang S Y. Investigating Large-Scale RIS-Assisted Wireless Communications Using GNN[J]. IEEE Transactions on Consumer Electronics, 2024. Link
He J, Cheng N, Yin Z, et al. Load-Aware Network Resource Orchestration in LEO Satellite Network: A GAT-Based Approach[J]. IEEE Internet of Things Journal, 2024. Link
Zhong L, Chen Z, Cheng H, et al. Lightweight Federated Graph Learning for Accelerating Classification Inference in UAV-assisted MEC Systems[J]. IEEE Internet of Things Journal, 2024. Link

Conference

Zheng B, Liang H, Ling J, et al. Integrating Graph Neural Networks with Multi-Agent Deep Reinforcement Learning for Dynamic V2X Communication[C]//2024 20th International Conference on Mobility, Sensing and Networking (MSN). IEEE Computer Society, 2024: 398-405. Link
He Y, Xiao G, Liang Y, et al. A graph reinforcement learning routing scheme based on nodes and edges co-embedding[C]//ICC 2024-IEEE International Conference on Communications. IEEE, 2024: 5431-5436. Link
Yuan Y, Lei D, Zhang C, et al. Achieving Privacy-Preserving and Scalable Graph Neural Network Prediction in Cloud Environments[C]//ICC 2024-IEEE International Conference on Communications. IEEE, 2024: 4632-4637. Link
Mehrabian A, Wong V W S. Adaptive bandwidth allocation in multiuser MIMO THz systems with graph-transformer networks[C]//ICC 2024-IEEE International Conference on Communications. IEEE, 2024: 367-372. Link
Campeny-Roig E, Castell-Uroz I, Barlet-Ros P. AST-GNN: A Graph Neural Network for Web Tracking Detection[C]//Proceedings of the 3rd GNNet Workshop on Graph Neural Networking Workshop. 2024: 27-32. Link Code
Chan K L, Chien F T, Chang R Y. Beamforming and Load-Balanced User Association in RIS-Aided Systems via Graph Neural Networks[C]//ICC 2024-IEEE International Conference on Communications. IEEE, 2024: 4997-5002. Link
Shibli A, Zanouda T. Data-driven radio environment map estimation using graph neural networks[C]//2024 IEEE International Conference on Communications Workshops (ICC Workshops). IEEE, 2024: 650-655. Link
Cavallo A, Gioacchini L, Vassio L, et al. Detecting Edge and Node Anomalies with Temporal GNNs[C]//Proceedings of the 3rd GNNet Workshop on Graph Neural Networking Workshop. 2024: 7-13. Link Code
Jaumard B, Boudreau C, Janulewicz E. Dynamic Service Function Chaining Provisioning with Reinforcement Learning Graph Neural Networks[C]//Proceedings of the 3rd GNNet Workshop on Graph Neural Networking Workshop. 2024: 53-58. Link
Malik A W, Khan S U. Dynamic Task Offloading in Connected Vehicles: Leveraging a Graph Neural Networks Approach for Multi-hop Search[C]//2024 IEEE International Performance, Computing, and Communications Conference (IPCCC). IEEE, 2024: 1-8. Link
del Castillo M, Ribeiro A, Larroca F. EGNN-based Topology Control in Wireless Mobile Infrastructure on Demand with Shared Access Restrictions[C]//Proceedings of the 3rd GNNet Workshop on Graph Neural Networking Workshop. 2024: 46-52. Link Code
Zaeri K, Abdelmoniem A M. EMPRN: Reinforcement Learning-based ECN Tuning Using Message Passing Graph Recurrent Networks for Datacenters[C]//ICC 2024-IEEE International Conference on Communications. IEEE, 2024: 4668-4673. Link
Chen L, Zhu J, Evans J. Gnn-based joint channel and power allocation in heterogeneous wireless networks[C]//2024 IEEE International Conference on Communications Workshops (ICC Workshops). IEEE, 2024: 233-238. Link
Temesgene D A, Biyar E D, Silva A, et al. Graph Neural Network for Building Prediction Agents in Intent-Based Zero-Touch Networks[C]//ICC 2024-IEEE International Conference on Communications. IEEE, 2024: 974-979. Link
Varadarajulu S, Baeza V M, Querol J, et al. Graph neural network pooling for BCH channel decoding in software defined satellites[C]//2024 IEEE International Conference on Communications Workshops (ICC Workshops). IEEE, 2024: 1328-1333. Link
Perera T, Atapattu S, Fang Y, et al. Graph neural networks for physical-layer security in multi-user flexible-duplex networks[C]//ICC 2024-IEEE International Conference on Communications. IEEE, 2024: 2294-2299. Link
Mal M, Gong C, Zeng L, et al. Mogr: Multi-task offloading via graph representation in heterogeneous computing network[C]//ICC 2024-IEEE International Conference on Communications. IEEE, 2024: 1237-1242. Link
Rizzello V, Amor D B, Joham M, et al. Scalable multi-user precoding and pilot optimization with graph neural networks[C]//ICC 2024-IEEE International Conference on Communications. IEEE, 2024: 2956-2961. Link
Späth J, Helm M, Jaeger B, et al. Sim2HW: Modeling Latency Offset Between Network Simulations and Hardware Measurements[C]//Proceedings of the 3rd GNNet Workshop on Graph Neural Networking Workshop. 2024: 20-26. Link Code
Van Langendonck L, Castell-Uroz I, Barlet-Ros P. Towards a graph-based foundation model for network traffic analysis[C]//Proceedings of the 3rd GNNet Workshop on Graph Neural Networking Workshop. 2024: 41-45. Link
Alfasi D, Shapira T, Bremler-Barr A. VulnScopper: Unveiling Hidden Links Between Unseen Security Entities[C]//Proceedings of the 3rd GNNet Workshop on Graph Neural Networking Workshop. 2024: 33-40. Link
Güemes-Palau C, Ferriol-Galmés M, Paillisse-Vilanova J, et al. Wavelet-enhanced graph neural networks: towards non-parametric network traffic modeling[C]//Proceedings of the 3rd GNNet Workshop on Graph Neural Networking Workshop. 2024: 14-19. Link Code
Xie Y, Wu Q, Niu G, et al. Online Multi-Access Scheduling in Space-Air-Ground Integrated Networks Using Graph Neural Network-Enhanced Reinforcement Learning[C]//2024 IEEE International Conference on Communications Workshops (ICC Workshops). IEEE, 2024: 251-256. Link
Zhang H, Cui Z, Huang S, et al. QM-RGNN: An efficient online QoS measurement framework with sparse matrix imputation for distributed edge clouds[C]//IEEE INFOCOM 2024-IEEE Conference on Computer Communications. IEEE, 2024: 191-200. Link
Li X, Li J, Xiao Y, et al. CGTR: Leveraging Contrastive Learning and Graph Transformer for Deep Reinforcement Learning Based Robust Routing[C]//ICC 2024-IEEE International Conference on Communications. IEEE, 2024: 472-478. Link
Marfo W, Tosh D K, Moore S V. Enhancing network anomaly detection using graph neural networks[C]//2024 22nd Mediterranean Communication and Computer Networking Conference (MedComNet). IEEE, 2024: 1-10. Link
Xie Z, Yang B, Huang J, et al. Locating the Root Cause of Poor Coverage in Mobile Communication Networks Based on Spatio-temporal Graph Message Propagation[C]//2024 International Wireless Communications and Mobile Computing (IWCMC). IEEE, 2024: 1472-1477. Link
Liao J, Wen J, Kang J, et al. Optimizing Information Propagation for Blockchain-empowered Mobile AIGC: A Graph Attention Network Approach[C]//2024 International Wireless Communications and Mobile Computing (IWCMC). IEEE, 2024: 685-690. Link
Li C, Lai P Y, Zhou Y X, et al. Temporal Hierarchical Graph Attention Network for Traffic Prediction with Prompt Learning[C]//2024 International Wireless Communications and Mobile Computing (IWCMC). IEEE, 2024: 1460-1465. Link
Chen Z J, Peng L, Ho P H. A Novel GNN-based Decoding Scheme for Sparse Code Multiple Access (SCMA)[C]//2024 International Conference on Networking and Network Applications (NaNA). IEEE, 2024: 160-165. Link
He Y, Gao J, Fan M, et al. A&D Graph-Based Graph Neural Network Intrusion Detection for In-Vehicle Controller Area Network[C]//2024 IEEE/CIC International Conference on Communications in China (ICCC). IEEE, 2024: 1281-1286. Link
Xu Z, Guan Z, Tian M. CSR-PTDNG: A Graph Construction Method for DNS Tunneling Domain Names Detection[C]//2024 IEEE Symposium on Computers and Communications (ISCC). IEEE, 2024: 1-7. Link Data
Zhu Y, Liu G, Li N, et al. DT-GCN Based Digital Twin for 6G Self-Intelligent Network[C]//2024 IEEE/CIC International Conference on Communications in China (ICCC Workshops). IEEE, 2024: 299-304. Link
Su X, Li M, Li Q, et al. Energy Consumption Prediction for Manufacturing in Industrial IoT Based on Heterogeneous GNN[C]//2024 IEEE/CIC International Conference on Communications in China (ICCC). IEEE, 2024: 627-632. Link
Michon A, Poulliat C, Cipriano A M. Graph Neural Networks versus Gated Recurrent Units Only for approximate bayesian MU-MIMO detectors[C]//2024 IEEE 25th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC). IEEE, 2024: 561-565. Link
Xu P, Feng M, Zhou J, et al. Inter-satellite routing for LEO satellite networks: A GNN and DRL integrated approach[C]//2024 IEEE/CIC International Conference on Communications in China (ICCC). IEEE, 2024: 1346-1351. Link
Guo Y, Huang Y. Spectrum Quality Cognition Driven by GCN-Based with Knowledge Graph Embedding and Knowledge Transfer[C]//2024 IEEE/CIC International Conference on Communications in China (ICCC). IEEE, 2024: 1639-1644. Link
Ha T N, Romero D. Spoofing Detection in the Physical Layer with Graph Neural Networks[C]//2024 IEEE 99th Vehicular Technology Conference (VTC2024-Spring). IEEE, 2024: 1-6. Link [Code](https://github.co