| ASGN: An Active Semi-supervised Graph Neural Network for Molecular Property Prediction | Jul 7, 2020 | Active LearningGraph Neural Network | CodeCode Available | 1 |
| Deep Attentive Learning for Stock Movement Prediction From Social Media Text and Company Correlations | Nov 1, 2020 | Decision MakingGraph Neural Network | CodeCode Available | 1 |
| DeepDDS: deep graph neural network with attention mechanism to predict synergistic drug combinations | Jul 6, 2021 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| Graph-based Solutions with Residuals for Intrusion Detection: the Modified E-GraphSAGE and E-ResGAT Algorithms | Nov 26, 2021 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| Graph Colouring Meets Deep Learning: Effective Graph Neural Network Models for Combinatorial Problems | Mar 11, 2019 | Deep LearningGraph Neural Network | CodeCode Available | 1 |
| Graph Convolution-Based Deep Reinforcement Learning for Multi-Agent Decision-Making in Mixed Traffic Environments | Jan 30, 2022 | Autonomous VehiclesDecision Making | CodeCode Available | 1 |
| A Graph Neural Network Approach for Scalable Wireless Power Control | Jul 19, 2019 | Graph Neural Network | CodeCode Available | 1 |
| Graph in Graph Neural Network | Jun 30, 2024 | Action RecognitionGraph Neural Network | CodeCode Available | 1 |
| Graph-MLP: Node Classification without Message Passing in Graph | Jun 8, 2021 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| Graph Neural Distance Metric Learning with Graph-Bert | Feb 9, 2020 | ClusteringGraph Classification | CodeCode Available | 1 |
| A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting | May 20, 2022 | Graph Neural NetworkTraffic Prediction | CodeCode Available | 1 |
| CopulaGNN: Towards Integrating Representational and Correlational Roles of Graphs in Graph Neural Networks | Oct 5, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Graph Neural Network-Based Anomaly Detection for River Network Systems | Apr 19, 2023 | Anomaly DetectionBenchmarking | CodeCode Available | 1 |
| Correlation-aware Spatial-Temporal Graph Learning for Multivariate Time-series Anomaly Detection | Jul 17, 2023 | Anomaly DetectionGraph Learning | CodeCode Available | 1 |
| Distance-wise Prototypical Graph Neural Network in Node Imbalance Classification | Oct 22, 2021 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| Graph Neural Network contextual embedding for Deep Learning on Tabular Data | Mar 11, 2023 | Graph Neural Network | CodeCode Available | 1 |
| Cost Sensitive GNN-based Imbalanced Learning for Mobile Social Network Fraud Detection | Mar 28, 2023 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 |
| Graph Neural Network for Fraud Detection via Spatial-Temporal Attention | Sep 23, 2020 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 |
| Coupled Graph ODE for Learning Interacting System Dynamics | Aug 14, 2021 | Graph Neural Network | CodeCode Available | 1 |
| A Structure Self-Aware Model for Discourse Parsing on Multi-Party Dialogues | Aug 1, 2021 | Dialogue UnderstandingDiscourse Parsing | CodeCode Available | 1 |
| Graph Neural Network-Inspired Kernels for Gaussian Processes in Semi-Supervised Learning | Feb 12, 2023 | Gaussian ProcessesGraph Neural Network | CodeCode Available | 1 |
| Modern graph neural networks do worse than classical greedy algorithms in solving combinatorial optimization problems like maximum independent set | Jun 27, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| A federated graph neural network framework for privacy-preserving personalization | Jun 2, 2022 | Federated LearningGraph Neural Network | CodeCode Available | 1 |
| Graph Neural Networks for Channel Decoding | Jul 29, 2022 | DecoderGraph Neural Network | CodeCode Available | 1 |
| Graph Neural Networks for Learning Real-Time Prices in Electricity Market | Jun 19, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Cross-document Misinformation Detection based on Event Graph Reasoning | Jul 1, 2022 | Articlescoreference-resolution | CodeCode Available | 1 |
| Action knowledge for video captioning with graph neural networks | Mar 16, 2023 | Action RecognitionGraph Neural Network | CodeCode Available | 1 |
| Graph Neural Networks in Network Neuroscience | Jun 7, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Graph neural network surrogate for strategic transport planning | Aug 14, 2024 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| Cross-lingual Text Classification with Heterogeneous Graph Neural Network | May 24, 2021 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous Graph | Sep 9, 2021 | Cross-Lingual TransferGraph Neural Network | CodeCode Available | 1 |
| Deep Implicit Coordination Graphs for Multi-agent Reinforcement Learning | Jun 19, 2020 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling | Jun 9, 2021 | Federated LearningGraph Neural Network | CodeCode Available | 1 |
| Cross-Scale Internal Graph Neural Network for Image Super-Resolution | Jun 30, 2020 | Graph Neural NetworkImage Restoration | CodeCode Available | 1 |
| Distinguish Confusing Law Articles for Legal Judgment Prediction | Apr 6, 2020 | ArticlesGraph Neural Network | CodeCode Available | 1 |
| Graph Stochastic Neural Networks for Semi-supervised Learning | Dec 1, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| CRSLab: An Open-Source Toolkit for Building Conversational Recommender System | Jan 4, 2021 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
| Graph Universal Adversarial Attacks: A Few Bad Actors Ruin Graph Learning Models | Feb 12, 2020 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| RELIEF: Reinforcement Learning Empowered Graph Feature Prompt Tuning | Aug 6, 2024 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| CrysGNN : Distilling pre-trained knowledge to enhance property prediction for crystalline materials | Jan 14, 2023 | Formation EnergyGraph Neural Network | CodeCode Available | 1 |
| Crystal Graph Neural Networks for Data Mining in Materials Science | May 27, 2019 | Band GapFormation Energy | CodeCode Available | 1 |
| CrystalGRW: Generative Modeling of Crystal Structures with Targeted Properties via Geodesic Random Walks | Jan 15, 2025 | Graph Neural Network | CodeCode Available | 1 |
| A Graph Neural Network Framework for Causal Inference in Brain Networks | Oct 14, 2020 | Causal InferenceGraph Neural Network | CodeCode Available | 1 |
| HDGT: Heterogeneous Driving Graph Transformer for Multi-Agent Trajectory Prediction via Scene Encoding | Apr 30, 2022 | Autonomous Drivinggraph construction | CodeCode Available | 1 |
| HeterMPC: A Heterogeneous Graph Neural Network for Response Generation in Multi-Party Conversations | Mar 16, 2022 | Graph Neural NetworkResponse Generation | CodeCode Available | 1 |
| Heterogeneous Causal Metapath Graph Neural Network for Gene-Microbe-Disease Association Prediction | Jun 27, 2024 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 |
| Heterogeneous graph neural network for power allocation in multicarrier-division duplex cell-free massive MIMO systems | May 1, 2022 | Graph Neural Network | CodeCode Available | 1 |
| CUTS+: High-dimensional Causal Discovery from Irregular Time-series | May 10, 2023 | Causal DiscoveryDecision Making | CodeCode Available | 1 |
| CUTS: Neural Causal Discovery from Irregular Time-Series Data | Feb 15, 2023 | Causal DiscoveryGraph Neural Network | CodeCode Available | 1 |
| Distributionally Robust Graph Out-of-Distribution Recommendation via Diffusion Model | Jan 26, 2025 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
