| Global Attention based Graph Convolutional Neural Networks for Improved Materials Property Prediction | Mar 11, 2020 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| Learning Diverse Fashion Collocation by Neural Graph Filtering | Mar 11, 2020 | Graph Neural NetworkRecommendation Systems | —Unverified | 0 |
| Gauss-Newton Unrolled Neural Networks and Data-driven Priors for Regularized PSSE with Robustness | Mar 3, 2020 | DenoisingGraph Neural Network | —Unverified | 0 |
| Point-GNN: Graph Neural Network for 3D Object Detection in a Point Cloud | Mar 2, 2020 | 3D Object DetectionGraph Neural Network | CodeCode Available | 1 |
| Permutation Invariant Graph Generation via Score-Based Generative Modeling | Mar 2, 2020 | Graph GenerationGraph Neural Network | CodeCode Available | 1 |
| EvoNet: A Neural Network for Predicting the Evolution of Dynamic Graphs | Mar 2, 2020 | Graph MiningGraph Neural Network | —Unverified | 0 |
| SketchGNN: Semantic Sketch Segmentation with Graph Neural Networks | Mar 2, 2020 | Graph Neural NetworkSegmentation | CodeCode Available | 1 |
| A Semi-supervised Graph Attentive Network for Financial Fraud Detection | Feb 28, 2020 | Fraud DetectionGraph Neural Network | CodeCode Available | 0 |
| Heterogeneous Graph Neural Networks for Malicious Account Detection | Feb 27, 2020 | Graph Neural Network | CodeCode Available | 0 |
| MAGNET: Multi-Label Text Classification using Attention-based Graph Neural Network | Feb 24, 2020 | Document ClassificationGeneral Classification | CodeCode Available | 1 |
| Neural Message Passing on High Order Paths | Feb 24, 2020 | Graph Neural NetworkMolecular Property Prediction | —Unverified | 0 |
| Data Augmentation for Personal Knowledge Base Population | Feb 23, 2020 | Data AugmentationFairness | —Unverified | 0 |
| One-Class Graph Neural Networks for Anomaly Detection in Attributed Networks | Feb 22, 2020 | Anomaly DetectionGeneral Classification | CodeCode Available | 1 |
| Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network | Feb 22, 2020 | Aspect-Based Sentiment Analysis (ABSA)Classification | CodeCode Available | 1 |
| RiskOracle: A Minute-level Citywide Traffic Accident Forecasting Framework | Feb 19, 2020 | Graph Neural NetworkManagement | —Unverified | 0 |
| Residual Correlation in Graph Neural Network Regression | Feb 19, 2020 | Graph Neural Networkregression | CodeCode Available | 1 |
| Beyond Clicks: Modeling Multi-Relational Item Graph for Session-Based Target Behavior Prediction | Feb 19, 2020 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| A Lagrangian Approach to Information Propagation in Graph Neural Networks | Feb 18, 2020 | Graph Neural Network | CodeCode Available | 0 |
| Wireless Power Control via Counterfactual Optimization of Graph Neural Networks | Feb 17, 2020 | counterfactualGraph Neural Network | —Unverified | 0 |
| Ripple Walk Training: A Subgraph-based training framework for Large and Deep Graph Neural Network | Feb 17, 2020 | AttributeGraph Neural Network | —Unverified | 0 |
| Superpixel Image Classification with Graph Attention Networks | Feb 13, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Learning Cross-modal Context Graph for Visual Grounding | Feb 13, 2020 | Graph MatchingGraph Neural Network | CodeCode Available | 1 |
| Graph Universal Adversarial Attacks: A Few Bad Actors Ruin Graph Learning Models | Feb 12, 2020 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Deep Multi-Task Augmented Feature Learning via Hierarchical Graph Neural Network | Feb 12, 2020 | Graph Neural NetworkMulti-Task Learning | CodeCode Available | 0 |
| Learning Structured Communication for Multi-agent Reinforcement Learning | Feb 11, 2020 | Graph Neural NetworkMulti-agent Reinforcement Learning | —Unverified | 0 |
| Differentiable Graph Module (DGM) for Graph Convolutional Networks | Feb 11, 2020 | Disease PredictionGraph Neural Network | CodeCode Available | 1 |
| Graph Convolutional Gaussian Processes For Link Prediction | Feb 11, 2020 | Gaussian ProcessesGraph Neural Network | —Unverified | 0 |
| PM2.5-GNN: A Domain Knowledge Enhanced Graph Neural Network For PM2.5 Forecasting | Feb 10, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Bilinear Graph Neural Network with Neighbor Interactions | Feb 10, 2020 | General ClassificationGraph Neural Network | CodeCode Available | 1 |
| Graph Neural Distance Metric Learning with Graph-Bert | Feb 9, 2020 | ClusteringGraph Classification | CodeCode Available | 1 |
| GLSearch: Maximum Common Subgraph Detection via Learning to Search | Feb 8, 2020 | Cloud ComputingGraph Embedding | —Unverified | 0 |
| Message Passing Query Embedding | Feb 6, 2020 | Entity EmbeddingsGraph Neural Network | CodeCode Available | 1 |
| VGAI: End-to-End Learning of Vision-Based Decentralized Controllers for Robot Swarms | Feb 6, 2020 | Graph Neural Network | —Unverified | 0 |
| MAGNN: Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding | Feb 5, 2020 | ClusteringDiversity | CodeCode Available | 1 |
| MRAEA: An Efficient and Robust Entity Alignment Approach for Cross-lingual Knowledge Graph | Feb 3, 2020 | Entity AlignmentEntity Embeddings | CodeCode Available | 1 |
| Hybrid Graph Neural Networks for Crowd Counting | Jan 31, 2020 | Crowd CountingGraph Neural Network | —Unverified | 0 |
| Deep Graph Matching Consensus | Jan 27, 2020 | Entity AlignmentGraph Matching | CodeCode Available | 1 |
| TaxoExpan: Self-supervised Taxonomy Expansion with Position-Enhanced Graph Neural Network | Jan 26, 2020 | Graph Neural NetworkPosition | CodeCode Available | 1 |
| Theoretically Expressive and Edge-aware Graph Learning | Jan 24, 2020 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Linking Bank Clients using Graph Neural Networks Powered by Rich Transactional Data | Jan 23, 2020 | Graph Neural NetworkLink Prediction | —Unverified | 0 |
| Get Rid of Suspended Animation Problem: Deep Diffusive Neural Network on Graph Semi-Supervised Classification | Jan 22, 2020 | General ClassificationGraph Learning | CodeCode Available | 0 |
| Zero-Shot Video Object Segmentation via Attentive Graph Neural Networks | Jan 19, 2020 | Graph Neural NetworkSegmentation | CodeCode Available | 1 |
| Inference for Network Structure and Dynamics from Time Series Data via Graph Neural Network | Jan 18, 2020 | Graph Neural NetworkTime Series | —Unverified | 0 |
| Graph-Bert: Only Attention is Needed for Learning Graph Representations | Jan 15, 2020 | AttributeClustering | CodeCode Available | 1 |
| Fractional order graph neural network | Jan 5, 2020 | global-optimizationGraph Neural Network | —Unverified | 0 |
| Few-shot Relation Extraction via Bayesian Meta-learning on Task Graphs | Jan 1, 2020 | Graph Neural NetworkMeta-Learning | —Unverified | 0 |
| Inf-VAE: A Variational Autoencoder Framework to Integrate Homophily and Influence in Diffusion Prediction | Jan 1, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Multi-Graph Convolution Collaborative Filtering | Jan 1, 2020 | Collaborative FilteringGraph Neural Network | —Unverified | 0 |
| Fully Convolutional Graph Neural Networks using Bipartite Graph Convolutions | Jan 1, 2020 | Graph Neural Network | —Unverified | 0 |
| Solving Cold Start Problem in Recommendation with Attribute Graph Neural Networks | Dec 28, 2019 | AttributeGraph Neural Network | —Unverified | 0 |
