| Revisiting Graph Neural Networks: All We Have is Low-Pass Filters | May 23, 2019 | AllGeneral Classification | CodeCode Available | 0 |
| Mutual Information Maximization in Graph Neural Networks | May 21, 2019 | General ClassificationGraph Classification | CodeCode Available | 0 |
| Generating Logical Forms from Graph Representations of Text and Entities | May 21, 2019 | DecoderGraph Neural Network | —Unverified | 0 |
| Unsupervised Community Detection with Modularity-Based Attention Model | May 20, 2019 | ClusteringCommunity Detection | CodeCode Available | 0 |
| KGAT: Knowledge Graph Attention Network for Recommendation | May 20, 2019 | Explainable RecommendationGraph Neural Network | CodeCode Available | 1 |
| Representation Learning on Visual-Symbolic Graphs for Video Understanding | May 17, 2019 | Action ClassificationAction Detection | —Unverified | 0 |
| Inferring Javascript types using Graph Neural Networks | May 16, 2019 | Code RepairGraph Neural Network | —Unverified | 0 |
| GMNN: Graph Markov Neural Networks | May 15, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Representing Schema Structure with Graph Neural Networks for Text-to-SQL Parsing | May 15, 2019 | DecoderGraph Neural Network | CodeCode Available | 0 |
| Cognitive Graph for Multi-Hop Reading Comprehension at Scale | May 14, 2019 | Graph Neural NetworkMulti-hop Question Answering | CodeCode Available | 0 |
| Deep Neural Architecture Search with Deep Graph Bayesian Optimization | May 14, 2019 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Learning Scalable and Precise Representation of Program Semantics | May 13, 2019 | Graph Neural Network | —Unverified | 0 |
| Craquelure as a Graph: Application of Image Processing and Graph Neural Networks to the Description of Fracture Patterns | May 13, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender Systems | May 11, 2019 | Feature EngineeringGraph Neural Network | CodeCode Available | 0 |
| 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 |
| Capsule Graph Neural Network | May 1, 2019 | Graph ClassificationGraph Neural Network | CodeCode Available | 0 |
| Learning a Meta-Solver for Syntax-Guided Program Synthesis | May 1, 2019 | Graph Neural NetworkMeta-Learning | —Unverified | 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 |
| 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 |
