| threaTrace: Detecting and Tracing Host-based Threats in Node Level Through Provenance Graph Learning | Nov 8, 2021 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Recognizing Vector Graphics without Rasterization | Nov 5, 2021 | Graph Neural Networkobject-detection | CodeCode Available | 1 |
| Manipulation of Granular Materials by Learning Particle Interactions | Nov 3, 2021 | Graph Neural NetworkSand | CodeCode Available | 1 |
| Power Flow Balancing with Decentralized Graph Neural Networks | Nov 3, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Time-aware Graph Neural Network for Entity Alignment between Temporal Knowledge Graphs | Nov 1, 2021 | Entity AlignmentGraph Neural Network | CodeCode Available | 1 |
| Hierarchical Heterogeneous Graph Representation Learning for Short Text Classification | Oct 30, 2021 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| MOOMIN: Deep Molecular Omics Network for Anti-Cancer Drug Combination Therapy | Oct 28, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Heterogeneous Temporal Graph Neural Network | Oct 26, 2021 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| Nested Graph Neural Networks | Oct 25, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| Distance-wise Prototypical Graph Neural Network in Node Imbalance Classification | Oct 22, 2021 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| Edge Rewiring Goes Neural: Boosting Network Resilience without Rich Features | Oct 18, 2021 | Graph Neural Networkreinforcement-learning | CodeCode Available | 1 |
| ACE-HGNN: Adaptive Curvature Exploration Hyperbolic Graph Neural Network | Oct 15, 2021 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| ReGVD: Revisiting Graph Neural Networks for Vulnerability Detection | Oct 14, 2021 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| Graph-Fraudster: Adversarial Attacks on Graph Neural Network Based Vertical Federated Learning | Oct 13, 2021 | Adversarial AttackFederated Learning | CodeCode Available | 1 |
| SSSNET: Semi-Supervised Signed Network Clustering | Oct 13, 2021 | Cloud RemovalClustering | CodeCode Available | 1 |
| SlideGraph+: Whole Slide Image Level Graphs to Predict HER2Status in Breast Cancer | Oct 12, 2021 | Decision MakingDiagnostic | CodeCode Available | 1 |
| BuildingNet: Learning to Label 3D Buildings | Oct 11, 2021 | 2k3D Building Mesh Labeling | CodeCode Available | 1 |
| Ab-Initio Potential Energy Surfaces by Pairing GNNs with Neural Wave Functions | Oct 11, 2021 | Graph Neural NetworkVariational Monte Carlo | CodeCode Available | 1 |
| Graph Neural Network Guided Local Search for the Traveling Salesperson Problem | Oct 11, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Graph-Guided Network for Irregularly Sampled Multivariate Time Series | Oct 11, 2021 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| Iterative Refinement Graph Neural Network for Antibody Sequence-Structure Co-design | Oct 9, 2021 | Graph Neural NetworkProtein Design | CodeCode Available | 1 |
| Towards Open-World Feature Extrapolation: An Inductive Graph Learning Approach | Oct 9, 2021 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Graph-Enhanced Multi-Task Learning of Multi-Level Transition Dynamics for Session-based Recommendation | Oct 8, 2021 | Graph Neural NetworkMulti-Task Learning | CodeCode Available | 1 |
| Social Recommendation with Self-Supervised Metagraph Informax Network | Oct 8, 2021 | Collaborative FilteringGraph Neural Network | CodeCode Available | 1 |
| Global Context Enhanced Social Recommendation with Hierarchical Graph Neural Networks | Oct 8, 2021 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
| 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 |
