| Graph Neural Networks for User Identity Linkage | Mar 6, 2019 | Graph Neural Network | —Unverified | 0 |
| 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 |
| DOM-Q-NET: Grounded RL on Structured Language | Feb 19, 2019 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 0 |
| Graph Neural Networks for Social Recommendation | Feb 19, 2019 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 0 |
| Context-Aware Visual Compatibility Prediction | Feb 10, 2019 | Graph Neural NetworkMetric Learning | CodeCode Available | 0 |
| Graph Warp Module: an Auxiliary Module for Boosting the Power of Graph Neural Networks in Molecular Graph Analysis | Feb 4, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Typed Graph Networks | Jan 23, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Hypergraph Convolution and Hypergraph Attention | Jan 23, 2019 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| TactileGCN: A Graph Convolutional Network for Predicting Grasp Stability with Tactile Sensors | Jan 18, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Human Pose Estimation with Spatial Contextual Information | Jan 7, 2019 | Graph Neural NetworkPose Estimation | —Unverified | 0 |
| Graph Neural Networks with convolutional ARMA filters | Jan 5, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Graph Neural Networks: A Review of Methods and Applications | Dec 20, 2018 | Graph AttentionGraph Neural Network | CodeCode Available | 0 |
| Attentional Heterogeneous Graph Neural Network: Application to Program Reidentification | Dec 10, 2018 | Graph ClassificationGraph Embedding | —Unverified | 0 |
| Scan2Mesh: From Unstructured Range Scans to 3D Meshes | Nov 26, 2018 | Graph Neural Network | CodeCode Available | 0 |
| Role action embeddings: scalable representation of network positions | Nov 19, 2018 | General ClassificationGraph Neural Network | CodeCode Available | 0 |
| Hierarchical Bipartite Graph Convolution Networks | Nov 17, 2018 | Graph Neural Network | —Unverified | 0 |
| Pitfalls of Graph Neural Network Evaluation | Nov 14, 2018 | Graph MiningGraph Neural Network | CodeCode Available | 0 |
| Image-Level Attentional Context Modeling Using Nested-Graph Neural Networks | Nov 9, 2018 | Graph GenerationGraph Neural Network | —Unverified | 0 |
| A Recurrent Graph Neural Network for Multi-Relational Data | Nov 5, 2018 | Graph Neural NetworkSociology | CodeCode Available | 0 |
| Towards Sparse Hierarchical Graph Classifiers | Nov 3, 2018 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Online Planner Selection with Graph Neural Networks and Adaptive Scheduling | Nov 1, 2018 | Deep LearningGraph Neural Network | CodeCode Available | 0 |
| Mean-field theory of graph neural networks in graph partitioning | Oct 29, 2018 | Bayesian InferenceGeneral Classification | —Unverified | 0 |
| Community Detection with Graph Neural Networks | Oct 25, 2018 | Community DetectionGraph Classification | CodeCode Available | 0 |
| Towards Efficient Large-Scale Graph Neural Network Computing | Oct 19, 2018 | GPUGraph Neural Network | —Unverified | 0 |
| Open Vocabulary Learning on Source Code with a Graph-Structured Cache | Oct 18, 2018 | Code CompletionGraph Neural Network | CodeCode Available | 0 |
| Graph Pattern Mining and Learning through User-defined Relations (Extended Version) | Sep 14, 2018 | Graph Neural NetworkStochastic Optimization | CodeCode Available | 0 |
| Neural Guided Constraint Logic Programming for Program Synthesis | Sep 8, 2018 | Graph Neural NetworkProgram Synthesis | CodeCode Available | 0 |
| Exploiting Edge Features in Graph Neural Networks | Sep 7, 2018 | General ClassificationGraph Attention | —Unverified | 0 |
| SimGNN: A Neural Network Approach to Fast Graph Similarity Computation | Aug 16, 2018 | Graph ClassificationGraph Neural Network | CodeCode Available | 0 |
| Person Re-identification with Deep Similarity-Guided Graph Neural Network | Jul 26, 2018 | Graph Neural NetworkPerson Re-Identification | —Unverified | 0 |
| DeepInf: Social Influence Prediction with Deep Learning | Jul 15, 2018 | Deep LearningFeature Engineering | CodeCode Available | 0 |
| Knowledge-Embedded Representation Learning for Fine-Grained Image Recognition | Jul 2, 2018 | Fine-Grained Image ClassificationFine-Grained Image Recognition | —Unverified | 0 |
| N-Gram Graph: Simple Unsupervised Representation for Graphs, with Applications to Molecules | Jun 24, 2018 | Drug DesignGraph Neural Network | CodeCode Available | 0 |
| Adversarial Attack on Graph Structured Data | Jun 6, 2018 | Adversarial AttackGraph Neural Network | CodeCode Available | 0 |
| Learning to Multitask | May 19, 2018 | Graph Neural Network | —Unverified | 0 |
| Skeleton-Based Action Recognition with Spatial Reasoning and Temporal Stack Learning | May 7, 2018 | Action RecognitionGraph Neural Network | —Unverified | 0 |
| Convolutional Neural Network Architectures for Signals Supported on Graphs | May 1, 2018 | Authorship AttributionGraph Neural Network | —Unverified | 0 |
| An End-to-End Deep Learning Architecture for Graph Classification | Apr 29, 2018 | Deep LearningGeneral Classification | CodeCode Available | 0 |
| Attentional Multilabel Learning over Graphs: A Message Passing Approach | Apr 1, 2018 | General ClassificationGraph Neural Network | —Unverified | 0 |
| Efficient Interactive Annotation of Segmentation Datasets with Polygon-RNN++ | Mar 26, 2018 | Graph Neural NetworkReinforcement Learning | CodeCode Available | 0 |
| Zero-shot Recognition via Semantic Embeddings and Knowledge Graphs | Mar 21, 2018 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 0 |
| Attention-based Graph Neural Network for Semi-supervised Learning | Mar 10, 2018 | Graph Neural NetworkGraph Regression | CodeCode Available | 0 |
| Few-Shot Learning with Graph Neural Networks | Jan 1, 2018 | Active LearningFew-Shot Learning | CodeCode Available | 0 |
| Few-Shot Learning with Graph Neural Networks | Nov 10, 2017 | Active LearningCross-Domain Few-Shot | CodeCode Available | 0 |
| 3D Graph Neural Networks for RGBD Semantic Segmentation | Oct 1, 2017 | Graph Neural NetworkRGBD Semantic Segmentation | CodeCode Available | 0 |
| Knowledge Transfer for Out-of-Knowledge-Base Entities: A Graph Neural Network Approach | Jun 18, 2017 | Graph Neural NetworkKnowledge Base Completion | CodeCode Available | 0 |