| 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 |
