| Memory Augmented Graph Neural Networks for Sequential Recommendation | Dec 26, 2019 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 0 |
| Multi-Graph Transformer for Free-Hand Sketch Recognition | Dec 24, 2019 | Graph Neural NetworkSketch Recognition | CodeCode Available | 0 |
| Learning Variable Ordering Heuristics for Solving Constraint Satisfaction Problems | Dec 23, 2019 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 0 |
| Graph Message Passing with Cross-location Attentions for Long-term ILI Prediction | Dec 21, 2019 | CoLAGraph Neural Network | —Unverified | 0 |
| A Fair Comparison of Graph Neural Networks for Graph Classification | Dec 20, 2019 | General ClassificationGraph Classification | CodeCode Available | 1 |
| Meta-Graph: Few Shot Link Prediction via Meta Learning | Dec 20, 2019 | Graph Neural NetworkLink Prediction | CodeCode Available | 0 |
| An Attention-based Graph Neural Network for Heterogeneous Structural Learning | Dec 19, 2019 | Graph EmbeddingGraph Neural Network | CodeCode Available | 0 |
| Joint Interaction and Trajectory Prediction for Autonomous Driving using Graph Neural Networks | Dec 17, 2019 | Autonomous DrivingGraph Neural Network | —Unverified | 0 |
| Zoom in to where it matters: a hierarchical graph based model for mammogram analysis | Dec 16, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Coloring graph neural networks for node disambiguation | Dec 12, 2019 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| Graph Neural Networks for Decentralized Multi-Robot Path Planning | Dec 12, 2019 | Decision MakingGraph Neural Network | CodeCode Available | 0 |
| Incrementally Improving Graph WaveNet Performance on Traffic Prediction | Dec 11, 2019 | Graph Neural NetworkPrediction | CodeCode Available | 0 |
| Variationally Regularized Graph-based Representation Learning for Electronic Health Records | Dec 8, 2019 | DecoderGraph Neural Network | CodeCode Available | 0 |
| Hyperbolic Graph Attention Network | Dec 6, 2019 | AnatomyGraph Attention | CodeCode Available | 0 |
| Conv-MPN: Convolutional Message Passing Neural Network for Structured Outdoor Architecture Reconstruction | Dec 4, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Learning Multi-resolution Graph Edge Embedding for Discovering Brain Network Dysfunction in Neurological Disorders | Dec 3, 2019 | DiagnosticGraph Learning | —Unverified | 0 |
| Neural Network Branching for Neural Network Verification | Dec 3, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Hepatocellular Carcinoma Intra-arterial Treatment Response Prediction for Improved Therapeutic Decision-Making | Dec 1, 2019 | Decision MakingGraph Neural Network | —Unverified | 0 |
| Learning Local Search Heuristics for Boolean Satisfiability | Dec 1, 2019 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 0 |
| Adaptive GNN for Image Analysis and Editing | Dec 1, 2019 | Graph Neural NetworkImage Enhancement | —Unverified | 0 |
| Compiler Auto-Vectorization with Imitation Learning | Dec 1, 2019 | Graph Neural NetworkImitation Learning | CodeCode Available | 0 |
| Contrastive Learning of Structured World Models | Nov 27, 2019 | Atari GamesContrastive Learning | CodeCode Available | 0 |
| Property Invariant Embedding for Automated Reasoning | Nov 27, 2019 | Automated Theorem ProvingGraph Neural Network | —Unverified | 0 |
| SuperGlue: Learning Feature Matching with Graph Neural Networks | Nov 26, 2019 | Camera Pose EstimationGPU | CodeCode Available | 1 |
| Multi-Agent Game Abstraction via Graph Attention Neural Network | Nov 25, 2019 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| Semi-Supervised Hierarchical Recurrent Graph Neural Network for City-Wide Parking Availability Prediction | Nov 24, 2019 | ClusteringGraph Neural Network | CodeCode Available | 0 |
| On Node Features for Graph Neural Networks | Nov 20, 2019 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| Learning Cross-modal Context Graph for Visual Grounding | Nov 20, 2019 | Graph MatchingGraph Neural Network | CodeCode Available | 1 |
| Heterogeneous Graph-based Knowledge Transfer for Generalized Zero-shot Learning | Nov 20, 2019 | Generalized Zero-Shot LearningGraph Neural Network | —Unverified | 0 |
| Fast and Deep Graph Neural Networks | Nov 20, 2019 | Graph Neural Network | —Unverified | 0 |
| Heterogeneous Deep Graph Infomax | Nov 19, 2019 | ClassificationClustering | CodeCode Available | 0 |
| Modality to Modality Translation: An Adversarial Representation Learning and Graph Fusion Network for Multimodal Fusion | Nov 18, 2019 | DecoderGraph Neural Network | CodeCode Available | 0 |
| Inductive Relation Prediction by Subgraph Reasoning | Nov 16, 2019 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| Improving Graph Neural Network Representations of Logical Formulae with Subgraph Pooling | Nov 15, 2019 | Automated Theorem ProvingDeep Learning | CodeCode Available | 0 |
| Hierarchical Graph Pooling with Structure Learning | Nov 14, 2019 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| On the choice of graph neural network architectures | Nov 13, 2019 | Graph Neural NetworkNode Classification | CodeCode Available | 0 |
| Leveraging Dependency Forest for Neural Medical Relation Extraction | Nov 11, 2019 | ArticlesGraph Neural Network | CodeCode Available | 0 |
| HighwayGraph: Modelling Long-distance Node Relations for Improving General Graph Neural Network | Nov 10, 2019 | General ClassificationGraph Neural Network | —Unverified | 0 |
| Hyper-SAGNN: a self-attention based graph neural network for hypergraphs | Nov 6, 2019 | Graph Neural NetworkGraph Representation Learning | CodeCode Available | 0 |
| Multi-Paragraph Reasoning with Knowledge-enhanced Graph Neural Network | Nov 6, 2019 | Graph Neural NetworkOpen-Domain Question Answering | —Unverified | 0 |
| Learning to Fix Build Errors with Graph2Diff Neural Networks | Nov 4, 2019 | DiagnosticGraph Neural Network | —Unverified | 0 |
| Visual Relationship Detection with Relative Location Mining | Nov 2, 2019 | Graph Neural NetworkObject | CodeCode Available | 0 |
| A Lexicon-Based Graph Neural Network for Chinese NER | Nov 1, 2019 | Chinese Named Entity RecognitionGraph Neural Network | —Unverified | 0 |
| Heterogeneous Graph Attention Networks for Semi-supervised Short Text Classification | Nov 1, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Reviews Meet Graphs: Enhancing User and Item Representations for Recommendation with Hierarchical Attentive Graph Neural Network | Nov 1, 2019 | Graph Neural NetworkMULTI-VIEW LEARNING | —Unverified | 0 |
| Learning to Order Graph Elements with Application to Multilingual Surface Realization | Nov 1, 2019 | Combinatorial OptimizationDecoder | —Unverified | 0 |
| Multitask Learning On Graph Neural Networks Applied To Molecular Property Predictions | Oct 29, 2019 | Data AugmentationGraph Neural Network | —Unverified | 0 |
| Do Sentence Interactions Matter? Leveraging Sentence Level Representations for Fake News Classification | Oct 27, 2019 | ArticlesFeature Engineering | CodeCode Available | 0 |
| ÚFAL MRPipe at MRP 2019: UDPipe Goes Semantic in the Meaning Representation Parsing Shared Task | Oct 24, 2019 | Dependency ParsingGraph Neural Network | CodeCode Available | 0 |
| ProDyn0: Inferring calponin homology domain stretching behavior using graph neural networks | Oct 22, 2019 | Graph Neural Network | —Unverified | 0 |
