| TaxoExpan: Self-supervised Taxonomy Expansion with Position-Enhanced Graph Neural Network | Jan 26, 2020 | Graph Neural NetworkPosition | CodeCode Available | 1 |
| Zero-Shot Video Object Segmentation via Attentive Graph Neural Networks | Jan 19, 2020 | Graph Neural NetworkSegmentation | CodeCode Available | 1 |
| Graph-Bert: Only Attention is Needed for Learning Graph Representations | Jan 15, 2020 | AttributeClustering | CodeCode Available | 1 |
| Inf-VAE: A Variational Autoencoder Framework to Integrate Homophily and Influence in Diffusion Prediction | Jan 1, 2020 | Graph Neural Network | CodeCode Available | 1 |
| A Fair Comparison of Graph Neural Networks for Graph Classification | Dec 20, 2019 | General ClassificationGraph Classification | CodeCode Available | 1 |
| SuperGlue: Learning Feature Matching with Graph Neural Networks | Nov 26, 2019 | Camera Pose EstimationGPU | CodeCode Available | 1 |
| Learning Cross-modal Context Graph for Visual Grounding | Nov 20, 2019 | Graph MatchingGraph Neural Network | CodeCode Available | 1 |
| Inductive Relation Prediction by Subgraph Reasoning | Nov 16, 2019 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| Hierarchical Graph Pooling with Structure Learning | Nov 14, 2019 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| Graph Neural Networks for Maximum Constraint Satisfaction | Sep 18, 2019 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation | Aug 30, 2019 | Emotion ClassificationEmotion Recognition | CodeCode Available | 1 |
| CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text | Aug 16, 2019 | DiagnosticGraph Neural Network | CodeCode Available | 1 |
| A Graph Neural Network Approach for Scalable Wireless Power Control | Jul 19, 2019 | Graph Neural Network | CodeCode Available | 1 |
| EEG-Based Emotion Recognition Using Regularized Graph Neural Networks | Jul 18, 2019 | EEGEEG Emotion Recognition | CodeCode Available | 1 |
| Spectral Clustering with Graph Neural Networks for Graph Pooling | Jun 30, 2019 | ClusteringGraph Classification | CodeCode Available | 1 |
| Signed Graph Attention Networks | Jun 26, 2019 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| Graph WaveNet for Deep Spatial-Temporal Graph Modeling | May 31, 2019 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| Crystal Graph Neural Networks for Data Mining in Materials Science | May 27, 2019 | Band GapFormation Energy | CodeCode Available | 1 |
| KGAT: Knowledge Graph Attention Network for Recommendation | May 20, 2019 | Explainable RecommendationGraph Neural Network | CodeCode Available | 1 |
| Inductive Matrix Completion Based on Graph Neural Networks | Apr 26, 2019 | Graph Neural NetworkMatrix Completion | CodeCode Available | 1 |
| DeepSphere: towards an equivariant graph-based spherical CNN | Apr 8, 2019 | Graph Neural Network | CodeCode Available | 1 |
| Graph Colouring Meets Deep Learning: Effective Graph Neural Network Models for Combinatorial Problems | Mar 11, 2019 | Deep LearningGraph Neural Network | CodeCode Available | 1 |
| GNNExplainer: Generating Explanations for Graph Neural Networks | Mar 10, 2019 | BIG-bench Machine LearningExplainable artificial intelligence | CodeCode Available | 1 |
| PDP: A General Neural Framework for Learning Constraint Satisfaction Solvers | Mar 5, 2019 | Graph Neural Network | CodeCode Available | 1 |
| Streaming Graph Neural Networks | Oct 24, 2018 | Community DetectionGeneral Classification | CodeCode Available | 1 |
