| Graph Neural Networks for Human-aware Social Navigation | Sep 19, 2019 | Autonomous NavigationGraph Neural Network | —Unverified | 0 |
| Graph Neural Networks for Image Understanding Based on Multiple Cues: Group Emotion Recognition and Event Recognition as Use Cases | Sep 19, 2019 | Emotion RecognitionGraph Neural Network | CodeCode Available | 0 |
| Site-specific graph neural network for predicting protonation energy of oxygenate molecules | Sep 18, 2019 | Graph Neural NetworkMolecular Property Prediction | —Unverified | 0 |
| Learning to Manipulate Object Collections Using Grounded State Representations | Sep 17, 2019 | Graph Neural NetworkObject | CodeCode Available | 0 |
| GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation | Sep 12, 2019 | Graph Neural NetworkNode Classification | CodeCode Available | 0 |
| Graph Random Neural Features for Distance-Preserving Graph Representations | Sep 9, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Reasoning Over Semantic-Level Graph for Fact Checking | Sep 9, 2019 | Claim VerificationFact Checking | —Unverified | 0 |
| Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks | Sep 8, 2019 | General ClassificationGraph Neural Network | CodeCode Available | 0 |
| Optimal Wireless Resource Allocation with Random Edge Graph Neural Networks | Sep 4, 2019 | Graph Neural Network | —Unverified | 0 |
| Understanding Human Gaze Communication by Spatio-Temporal Graph Reasoning | Sep 4, 2019 | DecoderGraph Neural Network | CodeCode Available | 0 |
| Answering Conversational Questions on Structured Data without Logical Forms | Aug 30, 2019 | Graph Neural NetworkQuestion Answering | —Unverified | 0 |
| Global Reasoning over Database Structures for Text-to-SQL Parsing | Aug 29, 2019 | Graph Neural NetworkSemantic Parsing | CodeCode Available | 0 |
| STMARL: A Spatio-Temporal Multi-Agent Reinforcement Learning Approach for Cooperative Traffic Light Control | Aug 28, 2019 | Graph Neural NetworkManagement | —Unverified | 0 |
| Multi-Channel Graph Neural Network for Entity Alignment | Aug 26, 2019 | Entity AlignmentGraph Neural Network | CodeCode Available | 0 |
| Propagate-Selector: Detecting Supporting Sentences for Question Answering via Graph Neural Networks | Aug 24, 2019 | Answer SelectionGraph Neural Network | CodeCode Available | 0 |
| A joint 3D UNet-Graph Neural Network-based method for Airway Segmentation from chest CTs | Aug 22, 2019 | 3D Medical Imaging SegmentationGraph Neural Network | —Unverified | 0 |
| Transferring Robustness for Graph Neural Network Against Poisoning Attacks | Aug 20, 2019 | Graph Neural NetworkNode Classification | CodeCode Available | 0 |
| Reinforcement Learning Based Graph-to-Sequence Model for Natural Question Generation | Aug 14, 2019 | Graph Neural NetworkGraph-to-Sequence | CodeCode Available | 0 |
| AdaGCN: Adaboosting Graph Convolutional Networks into Deep Models | Aug 14, 2019 | Graph Neural NetworkNode Classification | 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 hybrid method of Exponential Smoothing and Recurrent Neural Networks for time series forecasting | Jul 18, 2019 | Graph Neural NetworkTime Series | CodeCode Available | 0 |
| 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 |
| GNN-FiLM: Graph Neural Networks with Feature-wise Linear Modulation | Jun 28, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Fast Training of Sparse Graph Neural Networks on Dense Hardware | Jun 27, 2019 | Graph Neural Network | —Unverified | 0 |
| Cascade-BGNN: Toward Efficient Self-supervised Representation Learning on Large-scale Bipartite Graphs | Jun 27, 2019 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 0 |
| 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 |
| Position-aware Graph Neural Networks | Jun 11, 2019 | Community DetectionGraph Neural Network | CodeCode Available | 0 |
| Graph Neural Network for Music Score Data and Modeling Expressive Piano Performance | Jun 11, 2019 | Graph Neural NetworkMusic Performance Rendering | 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 |
| Incorporating Biological Knowledge with Factor Graph Neural Network for Interpretable Deep Learning | Jun 3, 2019 | Deep LearningGraph Neural Network | —Unverified | 0 |
| Factor Graph Neural Network | Jun 3, 2019 | Graph Neural Network | CodeCode Available | 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 |
