| GEFA: Early Fusion Approach in Drug-Target Affinity Prediction | Sep 25, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Graph Neural Network for Fraud Detection via Spatial-Temporal Attention | Sep 23, 2020 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 |
| RECON: Relation Extraction using Knowledge Graph Context in a Graph Neural Network | Sep 18, 2020 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| Graph representation forecasting of patient's medical conditions: towards a digital twin | Sep 17, 2020 | Generative Adversarial NetworkGraph Neural Network | CodeCode Available | 1 |
| Advanced Graph-Based Deep Learning for Probabilistic Type Inference | Sep 13, 2020 | Deep LearningGraph Neural Network | CodeCode Available | 1 |
| Planning with Learned Object Importance in Large Problem Instances using Graph Neural Networks | Sep 11, 2020 | Graph Neural NetworkMotion Planning | CodeCode Available | 1 |
| Hierarchical Message-Passing Graph Neural Networks | Sep 8, 2020 | Community DetectionGraph Neural Network | CodeCode Available | 1 |
| Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification | Sep 8, 2020 | General ClassificationGraph Neural Network | CodeCode Available | 1 |
| GraphNorm: A Principled Approach to Accelerating Graph Neural Network Training | Sep 7, 2020 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| Simplifying Architecture Search for Graph Neural Network | Aug 26, 2020 | Graph Neural NetworkNeural Architecture Search | CodeCode Available | 1 |
| Optimization of Graph Neural Networks with Natural Gradient Descent | Aug 21, 2020 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| Do Syntax Trees Help Pre-trained Transformers Extract Information? | Aug 20, 2020 | Graph Neural Networknamed-entity-recognition | CodeCode Available | 1 |
| Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters | Aug 19, 2020 | Anomaly DetectionFraud Detection | CodeCode Available | 1 |
| Reinforced Epidemic Control: Saving Both Lives and Economy | Aug 4, 2020 | Graph Neural Networkreinforcement-learning | CodeCode Available | 1 |
| Detecting Beneficial Feature Interactions for Recommender Systems | Aug 2, 2020 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| TactileSGNet: A Spiking Graph Neural Network for Event-based Tactile Object Recognition | Aug 1, 2020 | Graph Neural NetworkObject Recognition | CodeCode Available | 1 |
| funcGNN: A Graph Neural Network Approach to Program Similarity | Jul 26, 2020 | Code SearchGraph Embedding | CodeCode Available | 1 |
| Coarse Graining Molecular Dynamics with Graph Neural Networks | Jul 22, 2020 | BIG-bench Machine LearningGraph Neural Network | CodeCode Available | 1 |
| PanRep: Graph neural networks for extracting universal node embeddings in heterogeneous graphs | Jul 20, 2020 | Graph Neural NetworkLink Prediction | CodeCode Available | 1 |
| Fuzzy Graph Neural Network for Few-Shot Learning | Jul 19, 2020 | Few-Shot LearningGraph Neural Network | CodeCode Available | 1 |
| Towards Deeper Graph Neural Networks | Jul 18, 2020 | AttributeGraph Neural Network | CodeCode Available | 1 |
| HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization | Jul 17, 2020 | 3D Multi-Person Pose Estimation (absolute)3D Multi-Person Pose Estimation (root-relative) | CodeCode Available | 1 |
| Explanation-Guided Training for Cross-Domain Few-Shot Classification | Jul 17, 2020 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| TUDataset: A collection of benchmark datasets for learning with graphs | Jul 16, 2020 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| Deep Learning for Abstract Argumentation Semantics | Jul 15, 2020 | Abstract ArgumentationDeep Learning | CodeCode Available | 1 |
| Part-aware Prototype Network for Few-shot Semantic Segmentation | Jul 13, 2020 | Few-Shot Semantic SegmentationGraph Neural Network | CodeCode Available | 1 |
| Automated Intracranial Artery Labeling using a Graph Neural Network and Hierarchical Refinement | Jul 11, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Multi-Agent Routing Value Iteration Network | Jul 9, 2020 | Autonomous VehiclesGraph Neural Network | CodeCode Available | 1 |
| Multilevel Graph Matching Networks for Deep Graph Similarity Learning | Jul 8, 2020 | Graph ClassificationGraph Matching | CodeCode Available | 1 |
| Combining Differentiable PDE Solvers and Graph Neural Networks for Fluid Flow Prediction | Jul 8, 2020 | Graph Neural Network | CodeCode Available | 1 |
| ASGN: An Active Semi-supervised Graph Neural Network for Molecular Property Prediction | Jul 7, 2020 | Active LearningGraph Neural Network | CodeCode Available | 1 |
| Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting | Jul 6, 2020 | Graph GenerationGraph Neural Network | CodeCode Available | 1 |
| Few-shot Relation Extraction via Bayesian Meta-learning on Relation Graphs | Jul 5, 2020 | Graph Neural NetworkMeta-Learning | CodeCode Available | 1 |
| TilinGNN: Learning to Tile with Self-Supervised Graph Neural Network | Jul 5, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Cross-Scale Internal Graph Neural Network for Image Super-Resolution | Jun 30, 2020 | Graph Neural NetworkImage Restoration | CodeCode Available | 1 |
| Hybrid Models for Learning to Branch | Jun 26, 2020 | CPUGPU | CodeCode Available | 1 |
| Graph Neural Network Based Coarse-Grained Mapping Prediction | Jun 24, 2020 | ClusteringGraph Neural Network | CodeCode Available | 1 |
| A Note on Over-Smoothing for Graph Neural Networks | Jun 23, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Self-supervised edge features for improved Graph Neural Network training | Jun 23, 2020 | General ClassificationGraph Attention | CodeCode Available | 1 |
| Attentional Graph Convolutional Networks for Knowledge Concept Recommendation in MOOCs in a Heterogeneous View | Jun 23, 2020 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 |
| Progressive Graph Learning for Open-Set Domain Adaptation | Jun 22, 2020 | Domain AdaptationGraph Learning | CodeCode Available | 1 |
| Beyond Homophily in Graph Neural Networks: Current Limitations and Effective Designs | Jun 20, 2020 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| Deep Implicit Coordination Graphs for Multi-agent Reinforcement Learning | Jun 19, 2020 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training | Jun 17, 2020 | Contrastive LearningGeneral Classification | CodeCode Available | 1 |
| Multipole Graph Neural Operator for Parametric Partial Differential Equations | Jun 16, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting | Jun 16, 2020 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| Explanation-based Weakly-supervised Learning of Visual Relations with Graph Networks | Jun 16, 2020 | Graph Neural NetworkHuman-Object Interaction Detection | CodeCode Available | 1 |
| Adaptive Universal Generalized PageRank Graph Neural Network | Jun 14, 2020 | GPRGraph Neural Network | CodeCode Available | 1 |
| Global Attention Improves Graph Networks Generalization | Jun 14, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Generative 3D Part Assembly via Dynamic Graph Learning | Jun 14, 2020 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
