| 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 |
| Relational Graph Representation Learning for Open-Domain Question Answering | Oct 18, 2019 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| Hierarchical Attentive Knowledge Graph Embedding for Personalized Recommendation | Oct 18, 2019 | Graph EmbeddingGraph Neural Network | —Unverified | 0 |
| Spatially-Aware Graph Neural Networks for Relational Behavior Forecasting from Sensor Data | Oct 18, 2019 | Graph Neural NetworkMotion Planning | —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 |
| Mixture-Kernel Graph Attention Network for Situation Recognition | Oct 1, 2019 | Graph AttentionGraph Neural Network | —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 |
| Deep Graphical Feature Learning for the Feature Matching Problem | Oct 1, 2019 | Graph Neural NetworkImage Registration | —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 |
| GraphMix: Regularized Training of Graph Neural Networks for Semi-Supervised Learning | Sep 25, 2019 | Graph Neural Network | —Unverified | 0 |
| Molecular Graph Enhanced Transformer for Retrosynthesis Prediction | Sep 25, 2019 | Graph Neural NetworkMachine Translation | —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 |
| PDP: A General Neural Framework for Learning SAT Solvers | 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 |
| A Graph Neural Network Assisted Monte Carlo Tree Search Approach to Traveling Salesman Problem | Sep 25, 2019 | Graph Neural NetworkTraveling Salesman Problem | —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 |
| Demystifying Graph Neural Network Via Graph Filter Assessment | Sep 25, 2019 | Graph Neural Network | —Unverified | 0 |
| Beyond Classical Diffusion: Ballistic Graph Neural Network | Sep 25, 2019 | Graph Neural Network | —Unverified | 0 |
| GraphMix: Improved Training of GNNs for Semi-Supervised Learning | Sep 25, 2019 | Generalization BoundsGraph Attention | CodeCode Available | 0 |
| Learning Universal Graph Neural Network Embeddings With Aid Of Transfer Learning | Sep 22, 2019 | DecoderGraph Classification | CodeCode Available | 0 |
| Graph Neural Networks for Image Understanding Based on Multiple Cues: Group Emotion Recognition and Event Recognition as Use Cases | Sep 19, 2019 | Emotion RecognitionGraph Neural Network | CodeCode Available | 0 |
| Graph Neural Networks for Human-aware Social Navigation | Sep 19, 2019 | Autonomous NavigationGraph Neural Network | —Unverified | 0 |
| Site-specific graph neural network for predicting protonation energy of oxygenate molecules | Sep 18, 2019 | Graph Neural NetworkMolecular Property Prediction | —Unverified | 0 |
| Graph Neural Networks for Maximum Constraint Satisfaction | Sep 18, 2019 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| Learning to Manipulate Object Collections Using Grounded State Representations | Sep 17, 2019 | Graph Neural NetworkObject | CodeCode Available | 0 |
| GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation | Sep 12, 2019 | Graph Neural NetworkNode Classification | CodeCode Available | 0 |
| Graph Random Neural Features for Distance-Preserving Graph Representations | Sep 9, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Reasoning Over Semantic-Level Graph for Fact Checking | Sep 9, 2019 | Claim VerificationFact Checking | —Unverified | 0 |
| Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks | Sep 8, 2019 | General ClassificationGraph Neural Network | CodeCode Available | 0 |
| Optimal Wireless Resource Allocation with Random Edge Graph Neural Networks | Sep 4, 2019 | Graph Neural Network | —Unverified | 0 |
| Understanding Human Gaze Communication by Spatio-Temporal Graph Reasoning | Sep 4, 2019 | DecoderGraph Neural Network | CodeCode Available | 0 |
| DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation | Aug 30, 2019 | Emotion ClassificationEmotion Recognition | CodeCode Available | 1 |
| Answering Conversational Questions on Structured Data without Logical Forms | Aug 30, 2019 | Graph Neural NetworkQuestion Answering | —Unverified | 0 |
| Global Reasoning over Database Structures for Text-to-SQL Parsing | Aug 29, 2019 | Graph Neural NetworkSemantic Parsing | CodeCode Available | 0 |
| STMARL: A Spatio-Temporal Multi-Agent Reinforcement Learning Approach for Cooperative Traffic Light Control | Aug 28, 2019 | Graph Neural NetworkManagement | —Unverified | 0 |
| Multi-Channel Graph Neural Network for Entity Alignment | Aug 26, 2019 | Entity AlignmentGraph Neural Network | CodeCode Available | 0 |
| Propagate-Selector: Detecting Supporting Sentences for Question Answering via Graph Neural Networks | Aug 24, 2019 | Answer SelectionGraph Neural Network | CodeCode Available | 0 |
| A joint 3D UNet-Graph Neural Network-based method for Airway Segmentation from chest CTs | Aug 22, 2019 | 3D Medical Imaging SegmentationGraph Neural Network | —Unverified | 0 |
| Transferring Robustness for Graph Neural Network Against Poisoning Attacks | Aug 20, 2019 | Graph Neural NetworkNode Classification | CodeCode Available | 0 |
| CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text | Aug 16, 2019 | DiagnosticGraph Neural Network | CodeCode Available | 1 |
| AdaGCN: Adaboosting Graph Convolutional Networks into Deep Models | Aug 14, 2019 | Graph Neural NetworkNode Classification | CodeCode Available | 0 |
