| Learning to Solve NP-Complete Problems - A Graph Neural Network for Decision TSP | Sep 8, 2018 | Graph Neural Network | CodeCode Available | 1 |
| 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 |
| Hierarchical Graph Representation Learning with Differentiable Pooling | Jun 22, 2018 | General ClassificationGraph Classification | CodeCode Available | 1 |
| 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 |
| Constructing Narrative Event Evolutionary Graph for Script Event Prediction | May 14, 2018 | Graph Neural NetworkMultiple-choice | CodeCode Available | 1 |
| 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 |
| Link Prediction Based on Graph Neural Networks | Feb 27, 2018 | Graph Neural NetworkLink Prediction | CodeCode Available | 1 |
| 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 |
