| On Node Features for Graph Neural Networks | Nov 20, 2019 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| 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 |
| Improving Graph Neural Network Representations of Logical Formulae with Subgraph Pooling | Nov 15, 2019 | Automated Theorem ProvingDeep Learning | CodeCode Available | 0 |
| 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 |
| Multi-Paragraph Reasoning with Knowledge-enhanced Graph Neural Network | Nov 6, 2019 | Graph Neural NetworkOpen-Domain Question Answering | —Unverified | 0 |
| Hyper-SAGNN: a self-attention based graph neural network for hypergraphs | Nov 6, 2019 | Graph Neural NetworkGraph Representation Learning | CodeCode Available | 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 |
| Heterogeneous Graph Attention Networks for Semi-supervised Short Text Classification | Nov 1, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Learning to Order Graph Elements with Application to Multilingual Surface Realization | Nov 1, 2019 | Combinatorial OptimizationDecoder | —Unverified | 0 |
| A Lexicon-Based Graph Neural Network for Chinese NER | Nov 1, 2019 | Chinese Named Entity RecognitionGraph Neural Network | —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 |
| 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 |
| Personalized Graph Neural Networks with Attention Mechanism for Session-Aware Recommendation | Oct 20, 2019 | Graph Neural NetworkMachine Translation | CodeCode Available | 0 |
| Natural Question Generation with Reinforcement Learning Based Graph-to-Sequence Model | Oct 19, 2019 | Graph Neural NetworkGraph-to-Sequence | CodeCode Available | 0 |
| Spatially-Aware Graph Neural Networks for Relational Behavior Forecasting from Sensor Data | Oct 18, 2019 | Graph Neural NetworkMotion Planning | —Unverified | 0 |
| Hierarchical Attentive Knowledge Graph Embedding for Personalized Recommendation | Oct 18, 2019 | Graph EmbeddingGraph Neural Network | —Unverified | 0 |
| Relational Graph Representation Learning for Open-Domain Question Answering | Oct 18, 2019 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| NumNet: Machine Reading Comprehension with Numerical Reasoning | Oct 15, 2019 | Graph Neural NetworkMachine Reading Comprehension | CodeCode Available | 0 |
| Graph-based Knowledge Tracing: Modeling Student Proficiency Using Graph Neural Network | Oct 14, 2019 | Graph Neural NetworkInductive Bias | CodeCode Available | 0 |
| DeGNN: Characterizing and Improving Graph Neural Networks with Graph Decomposition | Oct 10, 2019 | Graph Neural Network | —Unverified | 0 |
| Text Level Graph Neural Network for Text Classification | Oct 6, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 |
| RouteNet: Leveraging Graph Neural Networks for network modeling and optimization in SDN | Oct 3, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Deep Graphical Feature Learning for the Feature Matching Problem | Oct 1, 2019 | Graph Neural NetworkImage Registration | —Unverified | 0 |
| From Strings to Things: Knowledge-Enabled VQA Model That Can Read and Reason | Oct 1, 2019 | Graph Neural NetworkQuestion Answering | —Unverified | 0 |
| G3raphGround: Graph-Based Language Grounding | Oct 1, 2019 | Graph Neural Network | —Unverified | 0 |
| Mixture-Kernel Graph Attention Network for Situation Recognition | Oct 1, 2019 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| GDP: Generalized Device Placement for Dataflow Graphs | Sep 28, 2019 | Graph Neural Network | —Unverified | 0 |
| Overlapping Community Detection with Graph Neural Networks | Sep 26, 2019 | Community DetectionGraph Neural Network | CodeCode Available | 0 |
| A Graph Neural Network Assisted Monte Carlo Tree Search Approach to Traveling Salesman Problem | Sep 25, 2019 | Graph Neural NetworkTraveling Salesman Problem | —Unverified | 0 |
| PDP: A General Neural Framework for Learning SAT Solvers | Sep 25, 2019 | Graph Neural Network | —Unverified | 0 |
| Demystifying Graph Neural Network Via Graph Filter Assessment | Sep 25, 2019 | Graph Neural Network | —Unverified | 0 |
| Hierarchical Graph Matching Networks for Deep Graph Similarity Learning | Sep 25, 2019 | Graph MatchingGraph Neural Network | —Unverified | 0 |
| Beyond Classical Diffusion: Ballistic Graph Neural Network | Sep 25, 2019 | Graph Neural Network | —Unverified | 0 |
| Molecular Graph Enhanced Transformer for Retrosynthesis Prediction | Sep 25, 2019 | Graph Neural NetworkMachine Translation | —Unverified | 0 |
| Empowering Graph Representation Learning with Paired Training and Graph Co-Attention | Sep 25, 2019 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| Ordinary differential equations on graph networks | Sep 25, 2019 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| GraphMix: Improved Training of GNNs for Semi-Supervised Learning | Sep 25, 2019 | Generalization BoundsGraph Attention | CodeCode Available | 0 |
| GraphMix: Regularized Training of Graph Neural Networks for Semi-Supervised Learning | Sep 25, 2019 | Graph Neural Network | —Unverified | 0 |
| Graph Neural Networks For Multi-Image Matching | Sep 25, 2019 | Graph EmbeddingGraph Neural Network | —Unverified | 0 |
| Frequency Analysis for Graph Convolution Network | Sep 25, 2019 | Graph Neural Network | —Unverified | 0 |
| Learning Universal Graph Neural Network Embeddings With Aid Of Transfer Learning | Sep 22, 2019 | DecoderGraph Classification | CodeCode Available | 0 |