| Zorro: Valid, Sparse, and Stable Explanations in Graph Neural Networks | May 18, 2021 | AttributeExplanation Generation | CodeCode Available | 1 |
| Improving Graph Neural Networks with Simple Architecture Design | May 17, 2021 | feature selectionGraph Neural Network | CodeCode Available | 1 |
| TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning | May 17, 2021 | Contrastive LearningGraph Learning | CodeCode Available | 1 |
| Learning Unknown from Correlations: Graph Neural Network for Inter-novel-protein Interaction Prediction | May 14, 2021 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| Representation Iterative Fusion based on Heterogeneous Graph Neural Network for Joint Entity and Relation Extraction | May 8, 2021 | Graph Neural NetworkJoint Entity and Relation Extraction | CodeCode Available | 1 |
| LGGNet: Learning from Local-Global-Graph Representations for Brain-Computer Interface | May 5, 2021 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Fusing Higher-order Features in Graph Neural Networks for Skeleton-based Action Recognition | May 4, 2021 | Action RecognitionGraph Neural Network | CodeCode Available | 1 |
| An effective self-supervised framework for learning expressive molecular global representations to drug discovery | May 3, 2021 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| Brain Graph Super-Resolution Using Adversarial Graph Neural Network with Application to Functional Brain Connectivity | May 2, 2021 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| Unified Spatio-Temporal Modeling for Traffic Forecasting using Graph Neural Network | Apr 26, 2021 | Graph Neural NetworkTraffic Prediction | CodeCode Available | 1 |
| AdaGNN: Graph Neural Networks with Adaptive Frequency Response Filter | Apr 26, 2021 | DenoisingGraph Learning | CodeCode Available | 1 |
| Graph Neural Network Reinforcement Learning for Autonomous Mobility-on-Demand Systems | Apr 23, 2021 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| GraghVQA: Language-Guided Graph Neural Networks for Graph-based Visual Question Answering | Apr 20, 2021 | Graph Neural NetworkGraph Question Answering | CodeCode Available | 1 |
| Pick and Choose: A GNN-based Imbalanced Learning Approach for Fraud Detection | Apr 19, 2021 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 |
| Reinforced Neighborhood Selection Guided Multi-Relational Graph Neural Networks | Apr 16, 2021 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 |
| Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis | Apr 16, 2021 | ClassificationEEG | CodeCode Available | 1 |
| Higher-Order Attribute-Enhancing Heterogeneous Graph Neural Networks | Apr 16, 2021 | AttributeClustering | CodeCode Available | 1 |
| Dynamic Graph Neural Networks for Sequential Recommendation | Apr 15, 2021 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| FedGraphNN: A Federated Learning System and Benchmark for Graph Neural Networks | Apr 14, 2021 | Federated LearningGraph Neural Network | CodeCode Available | 1 |
| Search to aggregate neighborhood for graph neural network | Apr 14, 2021 | AutoMLGraph Neural Network | CodeCode Available | 1 |
| GLaRA: Graph-based Labeling Rule Augmentation for Weakly Supervised Named Entity Recognition | Apr 13, 2021 | Graph Neural Networknamed-entity-recognition | CodeCode Available | 1 |
| Scalable Power Control/Beamforming in Heterogeneous Wireless Networks with Graph Neural Networks | Apr 12, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Pyramidal Reservoir Graph Neural Network | Apr 10, 2021 | Computational EfficiencyGraph Embedding | CodeCode Available | 1 |
| Attentional Graph Neural Network for Parking-slot Detection | Apr 6, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Visual Camera Re-Localization Using Graph Neural Networks and Relative Pose Supervision | Apr 6, 2021 | Graph Neural Networkregression | CodeCode Available | 1 |
| MGN-Net: a multi-view graph normalizer for integrating heterogeneous biological network populations | Apr 4, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Bipartite Graph Network with Adaptive Message Passing for Unbiased Scene Graph Generation | Apr 1, 2021 | Graph GenerationGraph Neural Network | CodeCode Available | 1 |
| SST-GNN: Simplified Spatio-temporal Traffic forecasting model using Graph Neural Network | Mar 31, 2021 | Graph Neural NetworkTraffic Prediction | CodeCode Available | 1 |
| E-GraphSAGE: A Graph Neural Network based Intrusion Detection System for IoT | Mar 30, 2021 | Anomaly DetectionGraph Neural Network | CodeCode Available | 1 |
| Context Modeling in 3D Human Pose Estimation: A Unified Perspective | Mar 29, 2021 | 3D Human Pose EstimationGraph Neural Network | CodeCode Available | 1 |
| SceneGraphFusion: Incremental 3D Scene Graph Prediction from RGB-D Sequences | Mar 27, 2021 | 3D Object Classification3d scene graph generation | CodeCode Available | 1 |
| Self-supervised Graph Neural Networks without explicit negative sampling | Mar 27, 2021 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| deGraphCS: Embedding Variable-based Flow Graph for Neural Code Search | Mar 24, 2021 | Code SearchGraph Neural Network | CodeCode Available | 1 |
| ModGNN: Expert Policy Approximation in Multi-Agent Systems with a Modular Graph Neural Network Architecture | Mar 24, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Dual Side Deep Context-aware Modulation for Social Recommendation | Mar 16, 2021 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting | Mar 13, 2021 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Holistic 3D Scene Understanding from a Single Image with Implicit Representation | Mar 11, 2021 | 3D Object Detection3D Shape Reconstruction | CodeCode Available | 1 |
| Autobahn: Automorphism-based Graph Neural Nets | Mar 2, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Self-supervised Auxiliary Learning for Graph Neural Networks via Meta-Learning | Mar 1, 2021 | Auxiliary LearningGraph Neural Network | CodeCode Available | 1 |
| Learning Symbolic Operators for Task and Motion Planning | Feb 28, 2021 | Graph Neural NetworkMotion Planning | CodeCode Available | 1 |
| Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning | Feb 27, 2021 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| Hierarchical Graph Representations in Digital Pathology | Feb 22, 2021 | Graph Neural NetworkPrognosis | CodeCode Available | 1 |
| Link Prediction with Persistent Homology: An Interactive View | Feb 20, 2021 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| NODE-SELECT: A Graph Neural Network Based On A Selective Propagation Technique | Feb 17, 2021 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| A Graph Neural Network to Model Disruption in Human-Aware Robot Navigation | Feb 17, 2021 | Autonomous NavigationGraph Neural Network | CodeCode Available | 1 |
| Chickenpox Cases in Hungary: a Benchmark Dataset for Spatiotemporal Signal Processing with Graph Neural Networks | Feb 16, 2021 | BIG-bench Machine LearningGraph Neural Network | CodeCode Available | 1 |
| Few-Shot Graph Learning for Molecular Property Prediction | Feb 16, 2021 | AttributeDrug Discovery | CodeCode Available | 1 |
| Enhance Information Propagation for Graph Neural Network by Heterogeneous Aggregations | Feb 8, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| HINT: Hierarchical Interaction Network for Trial Outcome Prediction Leveraging Web Data | Feb 8, 2021 | Graph Neural NetworkImputation | CodeCode Available | 1 |
| [Re] Parameterized Explainer for Graph Neural Network | Jan 31, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
