| Inductive Graph Neural Networks for Spatiotemporal Kriging | Jun 13, 2020 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| GNN3DMOT: Graph Neural Network for 3D Multi-Object Tracking with Multi-Feature Learning | Jun 12, 2020 | 3D Multi-Object TrackingGraph Neural Network | CodeCode Available | 1 |
| On the Bottleneck of Graph Neural Networks and its Practical Implications | Jun 9, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Optimal Transport Graph Neural Networks | Jun 8, 2020 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| Drug–target affinity prediction using graph neural network and contact maps | Jun 1, 2020 | Drug DesignDrug Discovery | CodeCode Available | 1 |
| GNN3DMOT: Graph Neural Network for 3D Multi-Object Tracking With 2D-3D Multi-Feature Learning | Jun 1, 2020 | 3D Multi-Object TrackingGraph Neural Network | CodeCode Available | 1 |
| MVIN: Learning Multiview Items for Recommendation | May 26, 2020 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 1 |
| DAG-Net: Double Attentive Graph Neural Network for Trajectory Forecasting | May 26, 2020 | Graph Neural NetworkHuman motion prediction | CodeCode Available | 1 |
| Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks | May 24, 2020 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Graph-based, Self-Supervised Program Repair from Diagnostic Feedback | May 20, 2020 | Code GenerationDiagnostic | CodeCode Available | 1 |
| Improved Protein-ligand Binding Affinity Prediction with Structure-Based Deep Fusion Inference | May 17, 2020 | Computational EfficiencyDrug Discovery | CodeCode Available | 1 |
| Structural Temporal Graph Neural Networks for Anomaly Detection in Dynamic Graphs | May 15, 2020 | Anomaly DetectionGraph Neural Network | CodeCode Available | 1 |
| VectorNet: Encoding HD Maps and Agent Dynamics from Vectorized Representation | May 8, 2020 | Graph Neural NetworkSelf-Driving Cars | CodeCode Available | 1 |
| Bundle Recommendation with Graph Convolutional Networks | May 7, 2020 | Decision MakingGraph Neural Network | CodeCode Available | 1 |
| Reducing Communication in Graph Neural Network Training | May 7, 2020 | GPUGraph Neural Network | CodeCode Available | 1 |
| TAGNN: Target Attentive Graph Neural Networks for Session-based Recommendation | May 6, 2020 | DiversityGraph Neural Network | CodeCode Available | 1 |
| Multivariate Time Series Forecasting with Transfer Entropy Graph | May 3, 2020 | Causal InferenceDecision Making | CodeCode Available | 1 |
| Alleviating the Inconsistency Problem of Applying Graph Neural Network to Fraud Detection | May 1, 2020 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 |
| SkipGNN: Predicting Molecular Interactions with Skip-Graph Networks | Apr 30, 2020 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| LambdaNet: Probabilistic Type Inference using Graph Neural Networks | Apr 29, 2020 | Code CompletionGraph Neural Network | CodeCode Available | 1 |
| Transfer Learning with Graph Neural Networks for Short-Term Highway Traffic Forecasting | Apr 17, 2020 | Graph Neural NetworkTime Series Analysis | CodeCode Available | 1 |
| Improved Code Summarization via a Graph Neural Network | Apr 6, 2020 | Code SummarizationGraph Neural Network | CodeCode Available | 1 |
| Distinguish Confusing Law Articles for Legal Judgment Prediction | Apr 6, 2020 | ArticlesGraph Neural Network | CodeCode Available | 1 |
| Typilus: Neural Type Hints | Apr 6, 2020 | Graph Neural NetworkOne-Shot Learning | CodeCode Available | 1 |
| GIANT: Scalable Creation of a Web-scale Ontology | Apr 5, 2020 | Graph Neural NetworkNews Recommendation | CodeCode Available | 1 |
| Multi-Modal Graph Neural Network for Joint Reasoning on Vision and Scene Text | Mar 31, 2020 | Graph Neural NetworkQuestion Answering | CodeCode Available | 1 |
| A Heterogeneous Dynamical Graph Neural Networks Approach to Quantify Scientific Impact | Mar 26, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Multi-Label Text Classification using Attention-based Graph Neural Network | Mar 22, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| A Novel Framework with Information Fusion and Neighborhood Enhancement for User Identity Linkage | Mar 16, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Learning Algebraic Multigrid Using Graph Neural Networks | Mar 12, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Global Attention based Graph Convolutional Neural Networks for Improved Materials Property Prediction | Mar 11, 2020 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| Point-GNN: Graph Neural Network for 3D Object Detection in a Point Cloud | Mar 2, 2020 | 3D Object DetectionGraph Neural Network | CodeCode Available | 1 |
| SketchGNN: Semantic Sketch Segmentation with Graph Neural Networks | Mar 2, 2020 | Graph Neural NetworkSegmentation | CodeCode Available | 1 |
| Permutation Invariant Graph Generation via Score-Based Generative Modeling | Mar 2, 2020 | Graph GenerationGraph Neural Network | CodeCode Available | 1 |
| MAGNET: Multi-Label Text Classification using Attention-based Graph Neural Network | Feb 24, 2020 | Document ClassificationGeneral Classification | CodeCode Available | 1 |
| One-Class Graph Neural Networks for Anomaly Detection in Attributed Networks | Feb 22, 2020 | Anomaly DetectionGeneral Classification | CodeCode Available | 1 |
| Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network | Feb 22, 2020 | Aspect-Based Sentiment Analysis (ABSA)Classification | CodeCode Available | 1 |
| Residual Correlation in Graph Neural Network Regression | Feb 19, 2020 | Graph Neural Networkregression | CodeCode Available | 1 |
| Beyond Clicks: Modeling Multi-Relational Item Graph for Session-Based Target Behavior Prediction | Feb 19, 2020 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| Learning Cross-modal Context Graph for Visual Grounding | Feb 13, 2020 | Graph MatchingGraph Neural Network | CodeCode Available | 1 |
| Superpixel Image Classification with Graph Attention Networks | Feb 13, 2020 | ClassificationGeneral Classification | 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 |
| Differentiable Graph Module (DGM) for Graph Convolutional Networks | Feb 11, 2020 | Disease PredictionGraph Neural Network | CodeCode Available | 1 |
| Bilinear Graph Neural Network with Neighbor Interactions | Feb 10, 2020 | General ClassificationGraph Neural Network | CodeCode Available | 1 |
| PM2.5-GNN: A Domain Knowledge Enhanced Graph Neural Network For PM2.5 Forecasting | Feb 10, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Graph Neural Distance Metric Learning with Graph-Bert | Feb 9, 2020 | ClusteringGraph Classification | CodeCode Available | 1 |
| Message Passing Query Embedding | Feb 6, 2020 | Entity EmbeddingsGraph Neural Network | CodeCode Available | 1 |
| MAGNN: Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding | Feb 5, 2020 | ClusteringDiversity | CodeCode Available | 1 |
| MRAEA: An Efficient and Robust Entity Alignment Approach for Cross-lingual Knowledge Graph | Feb 3, 2020 | Entity AlignmentEntity Embeddings | CodeCode Available | 1 |
| Deep Graph Matching Consensus | Jan 27, 2020 | Entity AlignmentGraph Matching | CodeCode Available | 1 |
