| CUTS: Neural Causal Discovery from Irregular Time-Series Data | Feb 15, 2023 | Causal DiscoveryGraph Neural Network | CodeCode Available | 1 |
| EspalomaCharge: Machine learning-enabled ultra-fast partial charge assignment | Feb 14, 2023 | Graph Neural Network | CodeCode Available | 1 |
| Message Passing Meets Graph Neural Networks: A New Paradigm for Massive MIMO Systems | Feb 14, 2023 | Graph Neural Network | 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 |
| Predicting the Silent Majority on Graphs: Knowledge Transferable Graph Neural Network | Feb 2, 2023 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 |
| Company-as-Tribe: Company Financial Risk Assessment on Tribe-Style Graph with Hierarchical Graph Neural Networks | Jan 31, 2023 | Contrastive LearningGraph Learning | CodeCode Available | 1 |
| Finding the Law: Enhancing Statutory Article Retrieval via Graph Neural Networks | Jan 30, 2023 | Ad-Hoc Information RetrievalArticles | CodeCode Available | 1 |
| Explainable Multilayer Graph Neural Network for Cancer Gene Prediction | Jan 20, 2023 | Feature ImportanceGraph Learning | 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 |
| SCENE: Reasoning about Traffic Scenes using Heterogeneous Graph Neural Networks | Jan 9, 2023 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 1 |
| Learning a Generic Value-Selection Heuristic Inside a Constraint Programming Solver | Jan 5, 2023 | Graph Neural NetworkQ-Learning | CodeCode Available | 1 |
| CI-GNN: A Granger Causality-Inspired Graph Neural Network for Interpretable Brain Network-Based Psychiatric Diagnosis | Jan 4, 2023 | Functional ConnectivityGraph Neural Network | CodeCode Available | 1 |
| DMNet: Delaunay Meshing Network for 3D Shape Representation | Jan 1, 2023 | 3D Shape RepresentationGraph Neural Network | CodeCode Available | 1 |
| Vision HGNN: An Image is More than a Graph of Nodes | Jan 1, 2023 | graph constructionGraph Neural Network | CodeCode Available | 1 |
| Power Control for 6G Industrial Wireless Subnetworks: A Graph Neural Network Approach | Dec 30, 2022 | Graph Neural NetworkManagement | CodeCode Available | 1 |
| Exploring Fake News Detection with Heterogeneous Social Media Context Graphs | Dec 13, 2022 | ArticlesFake News Detection | CodeCode Available | 1 |
| DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering | Dec 12, 2022 | ClusteringGraph Neural Network | CodeCode Available | 1 |
| Latent Graph Representations for Critical View of Safety Assessment | Dec 8, 2022 | AnatomyGraph Neural Network | CodeCode Available | 1 |
| Learning rigid dynamics with face interaction graph networks | Dec 7, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Node-oriented Spectral Filtering for Graph Neural Networks | Dec 7, 2022 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| Gibbs-Helmholtz Graph Neural Network: capturing the temperature dependency of activity coefficients at infinite dilution | Dec 2, 2022 | Graph Neural Network | CodeCode Available | 1 |
| MeshDQN: A Deep Reinforcement Learning Framework for Improving Meshes in Computational Fluid Dynamics | Dec 2, 2022 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 |
| MECCH: Metapath Context Convolution-based Heterogeneous Graph Neural Networks | Nov 23, 2022 | Computational EfficiencyGraph Neural Network | CodeCode Available | 1 |
| Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space Models | Nov 21, 2022 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| RHCO: A Relation-aware Heterogeneous Graph Neural Network with Contrastive Learning for Large-scale Graphs | Nov 20, 2022 | Contrastive LearningGraph Neural Network | CodeCode Available | 1 |
| Deep Reinforcement Learning Guided Improvement Heuristic for Job Shop Scheduling | Nov 20, 2022 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 |
| Multi-task Learning for Sparse Traffic Forecasting | Nov 18, 2022 | Graph Neural NetworkMulti-Task Learning | CodeCode Available | 1 |
| DGRec: Graph Neural Network for Recommendation with Diversified Embedding Generation | Nov 18, 2022 | DiversityGraph Neural Network | CodeCode Available | 1 |
| Abstractive Summarization Guided by Latent Hierarchical Document Structure | Nov 17, 2022 | Abstractive Text SummarizationDecoder | CodeCode Available | 1 |
| A New Graph Node Classification Benchmark: Learning Structure from Histology Cell Graphs | Nov 11, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| NSNet: A General Neural Probabilistic Framework for Satisfiability Problems | Nov 7, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Geometry-Complete Perceptron Networks for 3D Molecular Graphs | Nov 4, 2022 | Graph Neural NetworkGraph Representation Learning | CodeCode Available | 1 |
| Materials Property Prediction with Uncertainty Quantification: A Benchmark Study | Nov 4, 2022 | Active LearningBand Gap | CodeCode Available | 1 |
| Scalable Multi-Agent Reinforcement Learning through Intelligent Information Aggregation | Nov 3, 2022 | Collision AvoidanceGraph Neural Network | CodeCode Available | 1 |
| Towards Better Out-of-Distribution Generalization of Neural Algorithmic Reasoning Tasks | Nov 1, 2022 | Data AugmentationGraph Neural Network | CodeCode Available | 1 |
| Search to Pass Messages for Temporal Knowledge Graph Completion | Oct 30, 2022 | Graph Neural NetworkKnowledge Graph Completion | CodeCode Available | 1 |
| Learning to Compare Nodes in Branch and Bound with Graph Neural Networks | Oct 30, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Physics-aware Graph Neural Network for Accurate RNA 3D Structure Prediction | Oct 28, 2022 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| Teal: Learning-Accelerated Optimization of WAN Traffic Engineering | Oct 25, 2022 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| DAGAD: Data Augmentation for Graph Anomaly Detection | Oct 18, 2022 | Anomaly DetectionData Augmentation | CodeCode Available | 1 |
| Intelligent Resource Allocation in Joint Radar-Communication With Graph Neural Networks | Oct 17, 2022 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 |
| MGNNI: Multiscale Graph Neural Networks with Implicit Layers | Oct 15, 2022 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| AMGNET: multi-scale graph neural networks for flow field prediction | Oct 13, 2022 | DecoderDeep Learning | CodeCode Available | 1 |
| A General Learning Framework for Open Ad Hoc Teamwork Using Graph-based Policy Learning | Oct 11, 2022 | Graph Neural Network | CodeCode Available | 1 |
| GRANITE: A Graph Neural Network Model for Basic Block Throughput Estimation | Oct 8, 2022 | DecoderGraph Neural Network | CodeCode Available | 1 |
| Kernel-based Substructure Exploration for Next POI Recommendation | Oct 8, 2022 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
| Geodesic Graph Neural Network for Efficient Graph Representation Learning | Oct 6, 2022 | Graph ClassificationGraph Learning | CodeCode Available | 1 |
| Grape: Knowledge Graph Enhanced Passage Reader for Open-domain Question Answering | Oct 6, 2022 | Entity EmbeddingsGraph Neural Network | CodeCode Available | 1 |
| Inability of a graph neural network heuristic to outperform greedy algorithms in solving combinatorial optimization problems like Max-Cut | Oct 2, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| Heterogeneous Graph Neural Network for Privacy-Preserving Recommendation | Oct 2, 2022 | Graph Neural NetworkPrivacy Preserving | CodeCode Available | 1 |
