| Knowledge-aware Coupled Graph Neural Network for Social Recommendation | Oct 8, 2021 | Collaborative FilteringGraph Neural Network | CodeCode Available | 1 |
| 3D Infomax improves GNNs for Molecular Property Prediction | Oct 8, 2021 | Contrastive LearningGraph Learning | CodeCode Available | 1 |
| From Stars to Subgraphs: Uplifting Any GNN with Local Structure Awareness | Oct 7, 2021 | Graph Neural Network | CodeCode Available | 1 |
| NUS-IDS at FinCausal 2021: Dependency Tree in Graph Neural Network for Better Cause-Effect Span Detection | Oct 6, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Hybrid Quantum Classical Graph Neural Networks for Particle Track Reconstruction | Sep 26, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Scalable deeper graph neural networks for high-performance materials property prediction | Sep 25, 2021 | Band GapGraph Attention | CodeCode Available | 1 |
| How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View | Sep 24, 2021 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| ENERO: Efficient Real-Time WAN Routing Optimization with Deep Reinforcement Learning | Sep 22, 2021 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 |
| Learning through structure: towards deep neuromorphic knowledge graph embeddings | Sep 21, 2021 | Graph EmbeddingGraph Learning | CodeCode Available | 1 |
| A Joint Graph and Image Convolution Network for Automatic Brain Tumor Segmentation | Sep 12, 2021 | Brain Tumor SegmentationGraph Neural Network | CodeCode Available | 1 |
| PhysGNN: A Physics-Driven Graph Neural Network Based Model for Predicting Soft Tissue Deformation in Image-Guided Neurosurgery | Sep 9, 2021 | Graph Neural NetworkInductive Learning | 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 |
| Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network Model | Sep 5, 2021 | Community DetectionGraph Embedding | CodeCode Available | 1 |
| Group-Aware Graph Neural Network for Nationwide City Air Quality Forecasting | Aug 27, 2021 | graph constructionGraph Neural Network | CodeCode Available | 1 |
| Towards Self-Explainable Graph Neural Network | Aug 26, 2021 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| TraverseNet: Unifying Space and Time in Message Passing for Traffic Forecasting | Aug 25, 2021 | AttributeGraph Neural Network | CodeCode Available | 1 |
| Tree Decomposed Graph Neural Network | Aug 25, 2021 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| Inductive Matrix Completion Using Graph Autoencoder | Aug 25, 2021 | Graph Neural NetworkMatrix Completion | CodeCode Available | 1 |
| DeepPanoContext: Panoramic 3D Scene Understanding with Holistic Scene Context Graph and Relation-based Optimization | Aug 24, 2021 | DiversityGraph Neural Network | CodeCode Available | 1 |
| ODAM: Object Detection, Association, and Mapping using Posed RGB Video | Aug 23, 2021 | 3D Object DetectionGraph Neural Network | CodeCode Available | 1 |
| TabGNN: Multiplex Graph Neural Network for Tabular Data Prediction | Aug 20, 2021 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| Learning to Match Features with Seeded Graph Matching Network | Aug 19, 2021 | Graph MatchingGraph Neural Network | CodeCode Available | 1 |
| Graph Contrastive Learning for Anomaly Detection | Aug 17, 2021 | Anomaly DetectionBinary Classification | CodeCode Available | 1 |
| Scene Designer: a Unified Model for Scene Search and Synthesis from Sketch | Aug 16, 2021 | Contrastive LearningGraph Neural Network | CodeCode Available | 1 |
| Coupled Graph ODE for Learning Interacting System Dynamics | Aug 14, 2021 | Graph Neural Network | CodeCode Available | 1 |
