| Semantic2Graph: Graph-based Multi-modal Feature Fusion for Action Segmentation in Videos | Sep 13, 2022 | Action SegmentationGraph Neural Network | —Unverified | 0 |
| Simple and Powerful Architecture for Inductive Recommendation Using Knowledge Graph Convolutions | Sep 9, 2022 | Dimensionality ReductionGraph Neural Network | —Unverified | 0 |
| Analyzing the Effect of Sampling in GNNs on Individual Fairness | Sep 8, 2022 | FairnessGraph Neural Network | CodeCode Available | 0 |
| Graph Neural Networks for Low-Energy Event Classification & Reconstruction in IceCube | Sep 7, 2022 | GPUGraph Neural Network | CodeCode Available | 1 |
| Graph-PHPA: Graph-based Proactive Horizontal Pod Autoscaling for Microservices using LSTM-GNN | Sep 6, 2022 | Graph Neural Network | —Unverified | 0 |
| SR-GNN: Spatial Relation-aware Graph Neural Network for Fine-Grained Image Categorization | Sep 5, 2022 | Fine-Grained Image ClassificationGraph Neural Network | CodeCode Available | 1 |
| Joint Flying Relay Location and Routing Optimization for 6G UAV–IoT Networks: A Graph Neural Network-Based Approach | Sep 3, 2022 | Graph Neural Network | CodeCode Available | 0 |
| Learning the Dynamics of Particle-based Systems with Lagrangian Graph Neural Networks | Sep 3, 2022 | Graph Neural NetworkInductive Bias | —Unverified | 0 |
| SATformer: Transformer-Based UNSAT Core Learning | Sep 2, 2022 | Graph Neural NetworkMulti-Task Learning | —Unverified | 0 |
| A Novel Approach for Pill-Prescription Matching with GNN Assistance and Contrastive Learning | Sep 2, 2022 | Contrastive LearningGraph Neural Network | CodeCode Available | 0 |
| MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed Laplacian | Sep 1, 2022 | Graph Neural NetworkLink Prediction | CodeCode Available | 1 |
| Efficient Chemical Space Exploration Using Active Learning Based on Marginalized Graph Kernel: an Application for Predicting the Thermodynamic Properties of Alkanes with Molecular Simulation | Sep 1, 2022 | Active LearningGPR | CodeCode Available | 0 |
| Learning Tree Structures from Leaves For Particle Decay Reconstruction | Aug 31, 2022 | Graph Neural Network | CodeCode Available | 0 |
| A topic-aware graph neural network model for knowledge base updating | Aug 31, 2022 | AttributeGraph Neural Network | —Unverified | 0 |
| A Self-supervised Riemannian GNN with Time Varying Curvature for Temporal Graph Learning | Aug 30, 2022 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer Architectures | Aug 29, 2022 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Learning Heterogeneous Interaction Strengths by Trajectory Prediction with Graph Neural Network | Aug 28, 2022 | Graph Neural NetworkTrajectory Prediction | CodeCode Available | 1 |
| Data Augmentation for Graph Data: Recent Advancements | Aug 25, 2022 | Data AugmentationGraph Neural Network | —Unverified | 0 |
| TEP-GNN: Accurate Execution Time Prediction of Functional Tests using Graph Neural Networks | Aug 25, 2022 | BenchmarkingGraph Neural Network | —Unverified | 0 |
| Data-Driven Approach to form Energy Resilient Smart Microgrids with Identification of Vulnerable Nodes in Active Electrical Distribution Network | Aug 24, 2022 | FormGraph Neural Network | —Unverified | 0 |
| A Review of Knowledge Graph Completion | Aug 24, 2022 | Graph Neural NetworkKnowledge Graph Completion | —Unverified | 0 |
| FlexER: Flexible Entity Resolution for Multiple Intents | Aug 23, 2022 | Entity ResolutionGraph Neural Network | CodeCode Available | 0 |
| Data augmentation on graphs for table type classification | Aug 23, 2022 | ClassificationData Augmentation | CodeCode Available | 0 |
| EpiGNN: Exploring Spatial Transmission with Graph Neural Network for Regional Epidemic Forecasting | Aug 23, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Object Detection in Aerial Images with Uncertainty-Aware Graph Network | Aug 23, 2022 | Graph Neural NetworkObject | —Unverified | 0 |
| Grad-Align+: Empowering Gradual Network Alignment Using Attribute Augmentation | Aug 23, 2022 | AttributeGraph Neural Network | —Unverified | 0 |
| Self-Supervised Pretraining of Graph Neural Network for the Retrieval of Related Mathematical Expressions in Scientific Articles | Aug 22, 2022 | ArticlesGraph Neural Network | —Unverified | 0 |
| Representation Learning of Knowledge Graph for Wireless Communication Networks | Aug 22, 2022 | Graph Neural NetworkRelation Prediction | —Unverified | 0 |
| One Model, Any CSP: Graph Neural Networks as Fast Global Search Heuristics for Constraint Satisfaction | Aug 22, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 0 |
| MolGraph: a Python package for the implementation of molecular graphs and graph neural networks with TensorFlow and Keras | Aug 21, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Representation Learning with Graph Neural Networks for Speech Emotion Recognition | Aug 21, 2022 | Emotion RecognitionGraph Neural Network | —Unverified | 0 |
| Graph Neural Network Based Node Deployment for Throughput Enhancement | Aug 19, 2022 | Graph Neural Network | —Unverified | 0 |
| Personalized Federated Recommendation via Joint Representation Learning, User Clustering, and Model Adaptation | Aug 19, 2022 | AttributeClustering | —Unverified | 0 |
| Ginex: SSD-enabled Billion-scale Graph Neural Network Training on a Single Machine via Provably Optimal In-memory Caching | Aug 19, 2022 | Compiler OptimizationCPU | CodeCode Available | 1 |
| Debiasing Neighbor Aggregation for Graph Neural Network in Recommender Systems | Aug 18, 2022 | Graph Neural NetworkRecommendation Systems | —Unverified | 0 |
| GraTO: Graph Neural Network Framework Tackling Over-smoothing with Neural Architecture Search | Aug 18, 2022 | Graph Neural NetworkNeural Architecture Search | CodeCode Available | 1 |
| AoI-based Temporal Attention Graph Neural Network for Popularity Prediction and Content Caching | Aug 18, 2022 | Graph Neural Network | —Unverified | 0 |
| Robust Causal Graph Representation Learning against Confounding Effects | Aug 18, 2022 | Graph Neural NetworkGraph Representation Learning | CodeCode Available | 0 |
| MM-GNN: Mix-Moment Graph Neural Network towards Modeling Neighborhood Feature Distribution | Aug 15, 2022 | Graph Neural NetworkGraph Representation Learning | CodeCode Available | 0 |
| AMinerGNN: Heterogeneous Graph Neural Network for Paper Click-through Rate Prediction with Fusion Query | Aug 15, 2022 | Click-Through Rate PredictionGraph Neural Network | —Unverified | 0 |
| Learnable Filters for Geometric Scattering Modules | Aug 15, 2022 | DescriptiveGraph Classification | —Unverified | 0 |
| STAR-GNN: Spatial-Temporal Video Representation for Content-based Retrieval | Aug 15, 2022 | Graph Neural NetworkRepresentation Learning | —Unverified | 0 |
| GSim: A Graph Neural Network based Relevance Measure for Heterogeneous Graphs | Aug 12, 2022 | Community DetectionGraph Mining | —Unverified | 0 |
| EEGNN: Edge Enhanced Graph Neural Network with a Bayesian Nonparametric Graph Model | Aug 12, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Task Aligned Meta-learning based Augmented Graph for Cold-Start Recommendation | Aug 11, 2022 | Graph Neural NetworkMeta-Learning | —Unverified | 0 |
| Uncertainty Quantification of Sparse Travel Demand Prediction with Spatial-Temporal Graph Neural Networks | Aug 11, 2022 | Graph Neural NetworkUncertainty Quantification | CodeCode Available | 1 |
| Partition Pooling for Convolutional Graph Network Applications in Particle Physics | Aug 11, 2022 | Graph Neural Network | CodeCode Available | 0 |
| Path-aware Siamese Graph Neural Network for Link Prediction | Aug 10, 2022 | Contrastive LearningGraph Neural Network | CodeCode Available | 0 |
| Sequence Feature Extraction for Malware Family Analysis via Graph Neural Network | Aug 10, 2022 | Graph Neural Network | —Unverified | 0 |
| PhyGNNet: Solving spatiotemporal PDEs with Physics-informed Graph Neural Network | Aug 7, 2022 | DecoderGraph Neural Network | —Unverified | 0 |