| 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 |
