| Time-Series Event Prediction with Evolutionary State Graph | May 10, 2019 | Graph Neural NetworkPrediction | CodeCode Available | 0 |
| Adversarial Defense Framework for Graph Neural Network | May 9, 2019 | Adversarial DefenseContrastive Learning | —Unverified | 0 |
| PiNet: A Permutation Invariant Graph Neural Network for Graph Classification | May 8, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Edge-labeling Graph Neural Network for Few-shot Learning | May 4, 2019 | ClusteringFew-Shot Image Classification | CodeCode Available | 0 |
| Generating Classification Weights with GNN Denoising Autoencoders for Few-Shot Learning | May 3, 2019 | ClassificationDenoising | CodeCode Available | 0 |
| Language Modeling with Graph Temporal Convolutional Networks | May 1, 2019 | Graph Neural NetworkLanguage Modeling | —Unverified | 0 |
| Learning a Meta-Solver for Syntax-Guided Program Synthesis | May 1, 2019 | Graph Neural NetworkMeta-Learning | —Unverified | 0 |
| Capsule Graph Neural Network | May 1, 2019 | Graph ClassificationGraph Neural Network | CodeCode Available | 0 |
| Graph Convolutional Networks with EigenPooling | Apr 30, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Advancing GraphSAGE with A Data-Driven Node Sampling | Apr 29, 2019 | General ClassificationGraph Neural Network | CodeCode Available | 0 |
| Graph Neural Reasoning for 2-Quantified Boolean Formula Solvers | Apr 27, 2019 | Graph Neural Network | —Unverified | 0 |
| Semantic Relationships Guided Representation Learning for Facial Action Unit Recognition | Apr 22, 2019 | Facial Action Unit DetectionGraph Neural Network | —Unverified | 0 |
| DAG-GNN: DAG Structure Learning with Graph Neural Networks | Apr 22, 2019 | Graph Neural Network | CodeCode Available | 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 |
| 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 |
| Fisher-Bures Adversary Graph Convolutional Networks | Mar 11, 2019 | Graph Neural NetworkNode Classification | CodeCode Available | 0 |
| 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 |
