| Self-supervised edge features for improved Graph Neural Network training | Jun 23, 2020 | General ClassificationGraph Attention | CodeCode Available | 1 |
| A Note on Over-Smoothing for Graph Neural Networks | Jun 23, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Attentional Graph Convolutional Networks for Knowledge Concept Recommendation in MOOCs in a Heterogeneous View | Jun 23, 2020 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 |
| Graph Neural Networks for Node-Level Predictions | Jun 22, 2020 | BIG-bench Machine LearningGraph Neural Network | —Unverified | 0 |
| Deep Belief Network based representation learning for lncRNA-disease association prediction | Jun 22, 2020 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 0 |
| Progressive Graph Learning for Open-Set Domain Adaptation | Jun 22, 2020 | Domain AdaptationGraph Learning | CodeCode Available | 1 |
| Beyond Homophily in Graph Neural Networks: Current Limitations and Effective Designs | Jun 20, 2020 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| Deep Implicit Coordination Graphs for Multi-agent Reinforcement Learning | Jun 19, 2020 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Abstract Diagrammatic Reasoning with Multiplex Graph Networks | Jun 19, 2020 | Graph Neural NetworkVisual Reasoning | —Unverified | 0 |
| Wireless 3D Point Cloud Delivery Using Deep Graph Neural Networks | Jun 17, 2020 | 3D ReconstructionGraph Neural Network | —Unverified | 0 |
| GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training | Jun 17, 2020 | Contrastive LearningGeneral Classification | CodeCode Available | 1 |
| Canonicalizing Open Knowledge Bases with Multi-Layered Meta-Graph Neural Network | Jun 17, 2020 | Graph Neural NetworkNoun Phrase Canonicalization | —Unverified | 0 |
| Explanation-based Weakly-supervised Learning of Visual Relations with Graph Networks | Jun 16, 2020 | Graph Neural NetworkHuman-Object Interaction Detection | CodeCode Available | 1 |
| Multipole Graph Neural Operator for Parametric Partial Differential Equations | Jun 16, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Isometric Graph Neural Networks | Jun 16, 2020 | Graph Neural Network | —Unverified | 0 |
| Walk Message Passing Neural Networks and Second-Order Graph Neural Networks | Jun 16, 2020 | Graph Neural Network | —Unverified | 0 |
| Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting | Jun 16, 2020 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| Learning to map source code to software vulnerability using code-as-a-graph | Jun 15, 2020 | Graph Neural NetworkVulnerability Detection | —Unverified | 0 |
| Generative 3D Part Assembly via Dynamic Graph Learning | Jun 14, 2020 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Global Attention Improves Graph Networks Generalization | Jun 14, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Adaptive Universal Generalized PageRank Graph Neural Network | Jun 14, 2020 | GPRGraph Neural Network | CodeCode Available | 1 |
| Inductive Graph Neural Networks for Spatiotemporal Kriging | Jun 13, 2020 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| GNN3DMOT: Graph Neural Network for 3D Multi-Object Tracking with Multi-Feature Learning | Jun 12, 2020 | 3D Multi-Object TrackingGraph Neural Network | CodeCode Available | 1 |
| Weisfeiler-Lehman Embedding for Molecular Graph Neural Networks | Jun 12, 2020 | Feature EngineeringGraph Neural Network | —Unverified | 0 |
| Knowing your FATE: Friendship, Action and Temporal Explanations for User Engagement Prediction on Social Apps | Jun 10, 2020 | Graph Neural Network | —Unverified | 0 |
| Deep learning of contagion dynamics on complex networks | Jun 9, 2020 | Deep LearningGraph Neural Network | —Unverified | 0 |
| Detecting structural perturbations from time series with deep learning | Jun 9, 2020 | Bayesian InferenceDeep Learning | CodeCode Available | 0 |
| On the Bottleneck of Graph Neural Networks and its Practical Implications | Jun 9, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Optimal Transport Graph Neural Networks | Jun 8, 2020 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| Unsupervised Graph Representation by Periphery and Hierarchical Information Maximization | Jun 8, 2020 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| Graph Neural Network Encoding for Community Detection in Attribute Networks | Jun 6, 2020 | AttributeCommunity Detection | CodeCode Available | 0 |
| Learning to Solve Combinatorial Optimization Problems on Real-World Graphs in Linear Time | Jun 6, 2020 | Combinatorial OptimizationGraph Neural Network | —Unverified | 0 |
| Evaluating Text Coherence at Sentence and Paragraph Levels | Jun 5, 2020 | Graph Neural NetworkSentence | —Unverified | 0 |
| Stochastic Graph Neural Networks | Jun 4, 2020 | Graph Neural Network | —Unverified | 0 |
| SimPool: Towards Topology Based Graph Pooling with Structural Similarity Features | Jun 3, 2020 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| Drug–target affinity prediction using graph neural network and contact maps | Jun 1, 2020 | Drug DesignDrug Discovery | CodeCode Available | 1 |
| Graph Unrolling Networks: Interpretable Neural Networks for Graph Signal Denoising | Jun 1, 2020 | DenoisingGraph Neural Network | —Unverified | 0 |
| GNN3DMOT: Graph Neural Network for 3D Multi-Object Tracking With 2D-3D Multi-Feature Learning | Jun 1, 2020 | 3D Multi-Object TrackingGraph Neural Network | CodeCode Available | 1 |
| High-order structure preserving graph neural network for few-shot learning | May 29, 2020 | Few-Shot LearningGraph Neural Network | CodeCode Available | 0 |
| Graph Neural Network for Hamiltonian-Based Material Property Prediction | May 27, 2020 | Band GapGraph Neural Network | —Unverified | 0 |
| DAG-Net: Double Attentive Graph Neural Network for Trajectory Forecasting | May 26, 2020 | Graph Neural NetworkHuman motion prediction | CodeCode Available | 1 |
| MVIN: Learning Multiview Items for Recommendation | May 26, 2020 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 1 |
| Vertically Federated Graph Neural Network for Privacy-Preserving Node Classification | May 25, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| ATBRG: Adaptive Target-Behavior Relational Graph Network for Effective Recommendation | May 25, 2020 | Graph Neural NetworkRecommendation Systems | —Unverified | 0 |
| NENET: An Edge Learnable Network for Link Prediction in Scene Text | May 25, 2020 | Graph Neural NetworkLink Prediction | —Unverified | 0 |
| Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks | May 24, 2020 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Learning to Transfer Graph Embeddings for Inductive Graph based Recommendation | May 24, 2020 | Graph Neural NetworkTransfer Learning | —Unverified | 0 |
| Customized Graph Neural Networks | May 22, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| Cross-Domain Few-Shot Learning with Meta Fine-Tuning | May 21, 2020 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Graph-based, Self-Supervised Program Repair from Diagnostic Feedback | May 20, 2020 | Code GenerationDiagnostic | CodeCode Available | 1 |