| Fusing Higher-order Features in Graph Neural Networks for Skeleton-based Action Recognition | May 4, 2021 | Action RecognitionGraph Neural Network | CodeCode Available | 1 |
| An effective self-supervised framework for learning expressive molecular global representations to drug discovery | May 3, 2021 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| Recovering Barabási-Albert Parameters of Graphs through Disentanglement | May 3, 2021 | DecoderDisentanglement | CodeCode Available | 0 |
| Fast Power Control Adaptation via Meta-Learning for Random Edge Graph Neural Networks | May 2, 2021 | Graph Neural NetworkMeta-Learning | —Unverified | 0 |
| Brain Graph Super-Resolution Using Adversarial Graph Neural Network with Application to Functional Brain Connectivity | May 2, 2021 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| A Computational Framework for Modeling Complex Sensor Network Data Using Graph Signal Processing and Graph Neural Networks in Structural Health Monitoring | May 1, 2021 | Graph Neural NetworkStructural Health Monitoring | —Unverified | 0 |
| Bermuda Triangles: GNNs Fail to Detect Simple Topological Structures | May 1, 2021 | Graph Neural Network | CodeCode Available | 0 |
| Interpretable Embedding Procedure Knowledge Transfer via Stacked Principal Component Analysis and Graph Neural Network | Apr 28, 2021 | Graph Neural NetworkKnowledge Distillation | CodeCode Available | 0 |
| Communication Topology Co-Design in Graph Recurrent Neural Network Based Distributed Control | Apr 28, 2021 | Graph Neural Network | CodeCode Available | 0 |
| Building-GAN: Graph-Conditioned Architectural Volumetric Design Generation | Apr 27, 2021 | 3D geometryDiversity | —Unverified | 0 |
| Unified Spatio-Temporal Modeling for Traffic Forecasting using Graph Neural Network | Apr 26, 2021 | Graph Neural NetworkTraffic Prediction | CodeCode Available | 1 |
| AdaGNN: Graph Neural Networks with Adaptive Frequency Response Filter | Apr 26, 2021 | DenoisingGraph Learning | CodeCode Available | 1 |
| DADgraph: A Discourse-aware Dialogue Graph Neural Network for Multiparty Dialogue Machine Reading Comprehension | Apr 26, 2021 | Graph Neural NetworkMachine Reading Comprehension | —Unverified | 0 |
| Learning Latent Graph Dynamics for Visual Manipulation of Deformable Objects | Apr 25, 2021 | Contrastive LearningDeformable Object Manipulation | —Unverified | 0 |
| Joint Detection and Localization of Stealth False Data Injection Attacks in Smart Grids using Graph Neural Networks | Apr 24, 2021 | Graph Neural Network | —Unverified | 0 |
| Graph Neural Network Reinforcement Learning for Autonomous Mobility-on-Demand Systems | Apr 23, 2021 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| GraphTheta: A Distributed Graph Neural Network Learning System With Flexible Training Strategy | Apr 21, 2021 | CPUGraph Learning | CodeCode Available | 0 |
| GraghVQA: Language-Guided Graph Neural Networks for Graph-based Visual Question Answering | Apr 20, 2021 | Graph Neural NetworkGraph Question Answering | CodeCode Available | 1 |
| GDDR: GNN-based Data-Driven Routing | Apr 20, 2021 | Deep Reinforcement LearningGraph Neural Network | —Unverified | 0 |
| Mixed-Curvature Multi-Relational Graph Neural Network for Knowledge Graph Completion | Apr 19, 2021 | Graph Neural NetworkKnowledge Graph Completion | —Unverified | 0 |
| Pick and Choose: A GNN-based Imbalanced Learning Approach for Fraud Detection | Apr 19, 2021 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 |
| Decentralized Inference with Graph Neural Networks in Wireless Communication Systems | Apr 19, 2021 | Efficient Neural NetworkGraph Neural Network | —Unverified | 0 |
| Reinforced Neighborhood Selection Guided Multi-Relational Graph Neural Networks | Apr 16, 2021 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 |
| Improving Hyper-Relational Knowledge Graph Completion | Apr 16, 2021 | Computational EfficiencyGraph Neural Network | CodeCode Available | 0 |
| Fusing the Old with the New: Learning Relative Camera Pose with Geometry-Guided Uncertainty | Apr 16, 2021 | Camera Pose EstimationGraph Neural Network | —Unverified | 0 |
| Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis | Apr 16, 2021 | ClassificationEEG | CodeCode Available | 1 |
| Higher-Order Attribute-Enhancing Heterogeneous Graph Neural Networks | Apr 16, 2021 | AttributeClustering | CodeCode Available | 1 |
| Accurate Prediction of Free Solvation Energy of Organic Molecules via Graph Attention Network and Message Passing Neural Network from Pairwise Atomistic Interactions | Apr 15, 2021 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| Dynamic Graph Neural Networks for Sequential Recommendation | Apr 15, 2021 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| FedGraphNN: A Federated Learning System and Benchmark for Graph Neural Networks | Apr 14, 2021 | Federated LearningGraph Neural Network | CodeCode Available | 1 |
| Search to aggregate neighborhood for graph neural network | Apr 14, 2021 | AutoMLGraph Neural Network | CodeCode Available | 1 |
| Identity Inference on Blockchain using Graph Neural Network | Apr 14, 2021 | Graph ClassificationGraph Mining | CodeCode Available | 0 |
| GLaRA: Graph-based Labeling Rule Augmentation for Weakly Supervised Named Entity Recognition | Apr 13, 2021 | Graph Neural Networknamed-entity-recognition | CodeCode Available | 1 |
| Which Hyperparameters to Optimise? An Investigation of Evolutionary Hyperparameter Optimisation in Graph Neural Network For Molecular Property Prediction | Apr 13, 2021 | Graph Neural NetworkHyperparameter Optimization | —Unverified | 0 |
| On Representation Learning for Scientific News Articles Using Heterogeneous Knowledge Graphs | Apr 12, 2021 | ArticlesFact Checking | —Unverified | 0 |
| Equivariant geometric learning for digital rock physics: estimating formation factor and effective permeability tensors from Morse graph | Apr 12, 2021 | Graph Neural Network | —Unverified | 0 |
| Scalable Power Control/Beamforming in Heterogeneous Wireless Networks with Graph Neural Networks | Apr 12, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Pyramidal Reservoir Graph Neural Network | Apr 10, 2021 | Computational EfficiencyGraph Embedding | CodeCode Available | 1 |
| Query Driven-Graph Neural Networks for Community Search: From Non-Attributed, Attributed, to Interactive Attributed | Apr 8, 2021 | AttributeCommunity Search | —Unverified | 0 |
| Hyperbolic Variational Graph Neural Network for Modeling Dynamic Graphs | Apr 6, 2021 | Graph Neural Network | —Unverified | 0 |
| Visual Camera Re-Localization Using Graph Neural Networks and Relative Pose Supervision | Apr 6, 2021 | Graph Neural Networkregression | CodeCode Available | 1 |
| Attentional Graph Neural Network for Parking-slot Detection | Apr 6, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Learning Spatial Context with Graph Neural Network for Multi-Person Pose Grouping | Apr 6, 2021 | ClusteringGraph Neural Network | CodeCode Available | 0 |
| Graph Neural Networks Based Detection of Stealth False Data Injection Attacks in Smart Grids | Apr 5, 2021 | Graph Neural Network | —Unverified | 0 |
| Segmentation of EM showers for neutrino experiments with deep graph neural networks | Apr 5, 2021 | ClusteringEM showers clusterization | CodeCode Available | 0 |
| Improving the Expressive Power of Graph Neural Network with Tinhofer Algorithm | Apr 5, 2021 | Graph Neural Network | —Unverified | 0 |
| MGN-Net: a multi-view graph normalizer for integrating heterogeneous biological network populations | Apr 4, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Unsupervised Domain Adaptation with Global and Local Graph Neural Networks in Limited Labeled Data Scenario: Application to Disaster Management | Apr 3, 2021 | Domain AdaptationGraph Neural Network | —Unverified | 0 |
| Topological Regularization for Graph Neural Networks Augmentation | Apr 3, 2021 | Data AugmentationGraph Neural Network | —Unverified | 0 |
| Do We Need Anisotropic Graph Neural Networks? | Apr 3, 2021 | Graph Neural Network | CodeCode Available | 3 |