| Inductive Matrix Completion Based on Graph Neural Networks | Apr 26, 2019 | Graph Neural NetworkMatrix Completion | CodeCode Available | 1 |
| DAG-GNN: DAG Structure Learning with Graph Neural Networks | Apr 22, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Semantic Relationships Guided Representation Learning for Facial Action Unit Recognition | Apr 22, 2019 | Facial Action Unit DetectionGraph Neural Network | —Unverified | 0 |
| edGNN: a Simple and Powerful GNN for Directed Labeled Graphs | Apr 18, 2019 | Graph ClassificationGraph Neural Network | CodeCode Available | 0 |
| Residual or Gate? Towards Deeper Graph Neural Networks for Inductive Graph Representation Learning | Apr 17, 2019 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| Reasoning Visual Dialogs with Structural and Partial Observations | Apr 11, 2019 | Graph Neural NetworkVisual Dialog | CodeCode Available | 0 |
| DeepSphere: towards an equivariant graph-based spherical CNN | Apr 8, 2019 | Graph Neural Network | CodeCode Available | 1 |
| What Object Should I Use? - Task Driven Object Detection | Apr 5, 2019 | Graph Neural NetworkObject | CodeCode Available | 0 |
| Radiotherapy Target Contouring with Convolutional Gated Graph Neural Network | Apr 5, 2019 | Graph Neural Network | —Unverified | 0 |
| MedGCN: Medication recommendation and lab test imputation via graph convolutional networks | Mar 31, 2019 | Graph Neural NetworkImputation | CodeCode Available | 0 |
| Molecular geometry prediction using a deep generative graph neural network | Mar 31, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Autoregressive Models for Sequences of Graphs | Mar 18, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Extrapolating paths with graph neural networks | Mar 18, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Graph Colouring Meets Deep Learning: Effective Graph Neural Network Models for Combinatorial Problems | Mar 11, 2019 | Deep LearningGraph Neural Network | CodeCode Available | 1 |
| Fisher-Bures Adversary Graph Convolutional Networks | Mar 11, 2019 | Graph Neural NetworkNode Classification | CodeCode Available | 0 |
| GNNExplainer: Generating Explanations for Graph Neural Networks | Mar 10, 2019 | BIG-bench Machine LearningExplainable artificial intelligence | CodeCode Available | 1 |
| Program Classification Using Gated Graph Attention Neural Network for Online Programming Service | Mar 9, 2019 | General ClassificationGraph Attention | —Unverified | 0 |
| Based on Graph-VAE Model to Predict Student's Score | Mar 8, 2019 | ClusteringDeep Learning | —Unverified | 0 |
| Graph Neural Networks for User Identity Linkage | Mar 6, 2019 | Graph Neural Network | —Unverified | 0 |
| PDP: A General Neural Framework for Learning Constraint Satisfaction Solvers | Mar 5, 2019 | Graph Neural Network | CodeCode Available | 1 |
| Graph Neural Networks for Modelling Traffic Participant Interaction | Mar 4, 2019 | Graph Neural NetworkPrediction | —Unverified | 0 |
| Capsule Neural Networks for Graph Classification using Explicit Tensorial Graph Representations | Feb 22, 2019 | BenchmarkingClassification | —Unverified | 0 |
| Graph Adversarial Training: Dynamically Regularizing Based on Graph Structure | Feb 20, 2019 | ArticlesGeneral Classification | CodeCode Available | 0 |
| Graph Neural Networks for Social Recommendation | Feb 19, 2019 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 0 |
| DOM-Q-NET: Grounded RL on Structured Language | Feb 19, 2019 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 0 |
