| Reinforcement Learning Based Graph-to-Sequence Model for Natural Question Generation | Aug 14, 2019 | Graph Neural NetworkGraph-to-Sequence | CodeCode Available | 0 |
| Complicated Table Structure Recognition | Aug 13, 2019 | Graph Neural Network | CodeCode Available | 0 |
| CensNet: Convolution with Edge-Node Switching in Graph Neural Networks | Aug 10, 2019 | Graph ClassificationGraph Embedding | —Unverified | 0 |
| Graph Embedding Using Infomax for ASD Classification and Brain Functional Difference Detection | Aug 9, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Metapath-guided Heterogeneous Graph Neural Network for Intent Recommendation | Aug 4, 2019 | AttributeFeature Engineering | CodeCode Available | 0 |
| Graph Neural Networks for Small Graph and Giant Network Representation Learning: An Overview | Aug 1, 2019 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| GraphFlow: Exploiting Conversation Flow with Graph Neural Networks for Conversational Machine Comprehension | Jul 31, 2019 | Graph Neural NetworkGraph structure learning | CodeCode Available | 0 |
| Graph Neural Lasso for Dynamic Network Regression | Jul 25, 2019 | Graph Neural Networkregression | CodeCode Available | 0 |
| Representation Learning for Classical Planning from Partially Observed Traces | Jul 19, 2019 | Graph Neural NetworkRepresentation Learning | —Unverified | 0 |
| A Graph Neural Network Approach for Scalable Wireless Power Control | Jul 19, 2019 | Graph Neural Network | CodeCode Available | 1 |
| A hybrid method of Exponential Smoothing and Recurrent Neural Networks for time series forecasting | Jul 18, 2019 | Graph Neural NetworkTime Series | CodeCode Available | 0 |
| EEG-Based Emotion Recognition Using Regularized Graph Neural Networks | Jul 18, 2019 | EEGEEG Emotion Recognition | CodeCode Available | 1 |
| Tackling Graphical NLP problems with Graph Recurrent Networks | Jul 13, 2019 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 0 |
| Learning a Static Bug Finder from Data | Jul 12, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Graph Neural Based End-to-end Data Association Framework for Online Multiple-Object Tracking | Jul 11, 2019 | Graph Neural NetworkMultiple Object Tracking | CodeCode Available | 0 |
| Learning Blended, Precise Semantic Program Embeddings | Jul 3, 2019 | Graph Neural NetworkMethod name prediction | —Unverified | 0 |
| Graph Neural Network for Interpreting Task-fMRI Biomarkers | Jul 2, 2019 | Feature ImportanceGraph Neural Network | —Unverified | 0 |
| Spectral Clustering with Graph Neural Networks for Graph Pooling | Jun 30, 2019 | ClusteringGraph Classification | CodeCode Available | 1 |
| GNN-FiLM: Graph Neural Networks with Feature-wise Linear Modulation | Jun 28, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Cascade-BGNN: Toward Efficient Self-supervised Representation Learning on Large-scale Bipartite Graphs | Jun 27, 2019 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 0 |
| Fast Training of Sparse Graph Neural Networks on Dense Hardware | Jun 27, 2019 | Graph Neural Network | —Unverified | 0 |
| Signed Graph Attention Networks | Jun 26, 2019 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| Large-scale 3D point cloud representations via graph inception networks with applications to autonomous driving | Jun 26, 2019 | Autonomous DrivingGraph Neural Network | —Unverified | 0 |
| Molecular Property Prediction: A Multilevel Quantum Interactions Modeling Perspective | Jun 25, 2019 | Graph Neural NetworkGraph Regression | CodeCode Available | 0 |
| Alchemy: A Quantum Chemistry Dataset for Benchmarking AI Models | Jun 22, 2019 | BenchmarkingBIG-bench Machine Learning | CodeCode Available | 0 |
| Popularity Prediction on Social Platforms with Coupled Graph Neural Networks | Jun 21, 2019 | Graph Neural NetworkPrediction | CodeCode Available | 0 |
| Multiple instance learning with graph neural networks | Jun 12, 2019 | Graph Neural NetworkMultiple Instance Learning | —Unverified | 0 |
| Graph Neural Network for Music Score Data and Modeling Expressive Piano Performance | Jun 11, 2019 | Graph Neural NetworkMusic Performance Rendering | CodeCode Available | 0 |
| Position-aware Graph Neural Networks | Jun 11, 2019 | Community DetectionGraph Neural Network | CodeCode Available | 0 |
| Combining Generative and Discriminative Models for Hybrid Inference | Jun 6, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Variational Inference for Graph Convolutional Networks in the Absence of Graph Data and Adversarial Settings | Jun 5, 2019 | Bayesian InferenceGeneral Classification | CodeCode Available | 0 |
| DEMO-Net: Degree-specific Graph Neural Networks for Node and Graph Classification | Jun 5, 2019 | General ClassificationGraph Classification | CodeCode Available | 0 |
| Factor Graph Neural Network | Jun 3, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Incorporating Biological Knowledge with Factor Graph Neural Network for Interpretable Deep Learning | Jun 3, 2019 | Deep LearningGraph Neural Network | —Unverified | 0 |
| Hierarchical Video Frame Sequence Representation with Deep Convolutional Graph Network | Jun 2, 2019 | General ClassificationGraph Neural Network | —Unverified | 0 |
| Skeleton-Based Action Recognition With Directed Graph Neural Networks | Jun 1, 2019 | Action RecognitionGraph Neural Network | CodeCode Available | 0 |
| Exploiting Edge Features for Graph Neural Networks | Jun 1, 2019 | General ClassificationGraph Attention | —Unverified | 0 |
| Graph WaveNet for Deep Spatial-Temporal Graph Modeling | May 31, 2019 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| Deep Bayesian Optimization on Attributed Graphs | May 31, 2019 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Discriminative structural graph classification | May 31, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Graph Normalizing Flows | May 30, 2019 | Graph Neural Network | CodeCode Available | 0 |
| LatentGNN: Learning Efficient Non-local Relations for Visual Recognition | May 28, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Solving NP-Hard Problems on Graphs with Extended AlphaGo Zero | May 28, 2019 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 0 |
| Crystal Graph Neural Networks for Data Mining in Materials Science | May 27, 2019 | Band GapFormation Energy | CodeCode Available | 1 |
| COSET: A Benchmark for Evaluating Neural Program Embeddings | May 27, 2019 | BenchmarkingGraph Neural Network | —Unverified | 0 |
| Edge Contraction Pooling for Graph Neural Networks | May 27, 2019 | General ClassificationGraph Classification | —Unverified | 0 |
| MCNE: An End-to-End Framework for Learning Multiple Conditional Network Representations of Social Network | May 27, 2019 | Graph Neural NetworkMulti-Task Learning | —Unverified | 0 |
| Learning to Identify High Betweenness Centrality Nodes from Scratch: A Novel Graph Neural Network Approach | May 24, 2019 | Community DetectionDecoder | CodeCode Available | 0 |
| Learning Cross-Domain Representation with Multi-Graph Neural Network | May 24, 2019 | Graph EmbeddingGraph Neural Network | —Unverified | 0 |
| MR-GNN: Multi-Resolution and Dual Graph Neural Network for Predicting Structured Entity Interactions | May 23, 2019 | Graph Neural Network | CodeCode Available | 0 |