| ASGN: An Active Semi-supervised Graph Neural Network for Molecular Property Prediction | Jul 7, 2020 | Active LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Inf-VAE: A Variational Autoencoder Framework to Integrate Homophily and Influence in Diffusion Prediction | Jan 1, 2020 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Interpolation and differentiation of alchemical degrees of freedom in machine learning interatomic potentials | Apr 16, 2024 | Graph Neural Network | CodeCode Available | 1 | 5 |
| InversionGNN: A Dual Path Network for Multi-Property Molecular Optimization | Mar 3, 2025 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 | 5 |
| Drug–target affinity prediction using graph neural network and contact maps | Jun 1, 2020 | Drug DesignDrug Discovery | CodeCode Available | 1 | 5 |
| DualGNN: Dual Graph Neural Network for Multimedia Recommendation | Dec 24, 2021 | Graph Neural NetworkMultimedia recommendation | CodeCode Available | 1 | 5 |
| A Graph Neural Network Approach for Scalable Wireless Power Control | Jul 19, 2019 | Graph Neural Network | CodeCode Available | 1 | 5 |
| CrysGNN : Distilling pre-trained knowledge to enhance property prediction for crystalline materials | Jan 14, 2023 | Formation EnergyGraph Neural Network | CodeCode Available | 1 | 5 |
| EchoGLAD: Hierarchical Graph Neural Networks for Left Ventricle Landmark Detection on Echocardiograms | Jul 23, 2023 | Graph Neural NetworkGraph Representation Learning | CodeCode Available | 1 | 5 |
| Dynamic Graph Neural Networks for Sequential Recommendation | Apr 15, 2021 | Graph AttentionGraph Neural Network | CodeCode Available | 1 | 5 |
| A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting | May 20, 2022 | Graph Neural NetworkTraffic Prediction | CodeCode Available | 1 | 5 |
| CopulaGNN: Towards Integrating Representational and Correlational Roles of Graphs in Graph Neural Networks | Oct 5, 2020 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Earthquake Phase Association with Graph Neural Networks | Sep 15, 2022 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Correlation-aware Spatial-Temporal Graph Learning for Multivariate Time-series Anomaly Detection | Jul 17, 2023 | Anomaly DetectionGraph Learning | CodeCode Available | 1 | 5 |
| Edge Directionality Improves Learning on Heterophilic Graphs | May 17, 2023 | Graph Neural NetworkNode Classification | CodeCode Available | 1 | 5 |
| Edge Rewiring Goes Neural: Boosting Network Resilience without Rich Features | Oct 18, 2021 | Graph Neural Networkreinforcement-learning | CodeCode Available | 1 | 5 |
| Cost Sensitive GNN-based Imbalanced Learning for Mobile Social Network Fraud Detection | Mar 28, 2023 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 | 5 |
| Knowledge-Enhanced Personalized Review Generation with Capsule Graph Neural Network | Oct 4, 2020 | Graph Neural NetworkReview Generation | CodeCode Available | 1 | 5 |
| Coupled Graph ODE for Learning Interacting System Dynamics | Aug 14, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| A Structure Self-Aware Model for Discourse Parsing on Multi-Party Dialogues | Aug 1, 2021 | Dialogue UnderstandingDiscourse Parsing | CodeCode Available | 1 | 5 |
| EEG-Based Emotion Recognition Using Regularized Graph Neural Networks | Jul 18, 2019 | EEGEEG Emotion Recognition | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Identifying Possible Rumor Spreaders on Twitter: A Weak Supervised Learning Approach | Oct 15, 2020 | Graph Neural NetworkMisinformation | CodeCode Available | 1 | 5 |
| Emerging Drug Interaction Prediction Enabled by Flow-based Graph Neural Network with Biomedical Network | Nov 15, 2023 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling | Jun 9, 2021 | Federated LearningGraph Neural Network | CodeCode Available | 1 | 5 |
