| A Novel Anomaly Detection Method for Multimodal WSN Data Flow via a Dynamic Graph Neural Network | Feb 19, 2022 | Anomaly DetectionGraph Neural Network | —Unverified | 0 |
| Dynamic Relation Discovery and Utilization in Multi-Entity Time Series Forecasting | Feb 18, 2022 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Space4HGNN: A Novel, Modularized and Reproducible Platform to Evaluate Heterogeneous Graph Neural Network | Feb 18, 2022 | Graph Neural Network | CodeCode Available | 1 |
| GNN-Surrogate: A Hierarchical and Adaptive Graph Neural Network for Parameter Space Exploration of Unstructured-Mesh Ocean Simulations | Feb 18, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Learning and Evaluating Graph Neural Network Explanations based on Counterfactual and Factual Reasoning | Feb 17, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Eliciting Structural and Semantic Global Knowledge in Unsupervised Graph Contrastive Learning | Feb 17, 2022 | Contrastive LearningGraph Neural Network | CodeCode Available | 1 |
| SecGNN: Privacy-Preserving Graph Neural Network Training and Inference as a Cloud Service | Feb 16, 2022 | Cloud ComputingGraph Neural Network | —Unverified | 0 |
| Graph Neural Network and Koopman Models for Learning Networked Dynamics: A Comparative Study on Power Grid Transients Prediction | Feb 16, 2022 | Graph Neural Network | —Unverified | 0 |
| When Does A Spectral Graph Neural Network Fail in Node Classification? | Feb 16, 2022 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Graph Neural Network-Based Scheduling for Multi-UAV-Enabled Communications in D2D Networks | Feb 15, 2022 | Graph Neural NetworkScheduling | —Unverified | 0 |
| Aspect Based Sentiment Analysis Using Spectral Temporal Graph Neural Network | Feb 14, 2022 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | —Unverified | 0 |
| Learning Asymmetric Embedding for Attributed Networks via Convolutional Neural Network | Feb 13, 2022 | Graph Neural NetworkLink Prediction | —Unverified | 0 |
| Geometric Graph Representation Learning via Maximizing Rate Reduction | Feb 13, 2022 | Community DetectionContrastive Learning | —Unverified | 0 |
| Improving Fraud Detection via Hierarchical Attention-based Graph Neural Network | Feb 12, 2022 | Fraud DetectionGraph Neural Network | —Unverified | 0 |
| Neural NID Rules | Feb 12, 2022 | Common Sense ReasoningGraph Neural Network | —Unverified | 0 |
| From Unsupervised to Few-shot Graph Anomaly Detection: A Multi-scale Contrastive Learning Approach | Feb 11, 2022 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| Instance-wise algorithm configuration with graph neural networks | Feb 10, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| Survey on Graph Neural Network Acceleration: An Algorithmic Perspective | Feb 10, 2022 | Graph Neural NetworkSurvey | —Unverified | 0 |
| Graph Neural Network for Cell Tracking in Microscopy Videos | Feb 9, 2022 | 3D Multi-Object TrackingCell Tracking | CodeCode Available | 1 |
| Multimodal Audio-Visual Information Fusion using Canonical-Correlated Graph Neural Network for Energy-Efficient Speech Enhancement | Feb 9, 2022 | Graph Neural NetworkRepresentation Learning | —Unverified | 0 |
| Large-scale Personalized Video Game Recommendation via Social-aware Contextualized Graph Neural Network | Feb 7, 2022 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
| Graph Neural Network with Curriculum Learning for Imbalanced Node Classification | Feb 5, 2022 | ClassificationGraph Classification | —Unverified | 0 |
| A Graph Neural Network Framework for Grid-Based Simulation | Feb 5, 2022 | DecoderGraph Neural Network | —Unverified | 0 |
| Rediscovering orbital mechanics with machine learning | Feb 4, 2022 | BIG-bench Machine LearningGraph Neural Network | —Unverified | 0 |
| Dynamic Virtual Network Embedding Algorithm based on Graph Convolution Neural Network and Reinforcement Learning | Feb 3, 2022 | Graph Neural NetworkNetwork Embedding | —Unverified | 0 |
| Duplicate Detection in a Knowledge Base with PIKA | Feb 1, 2022 | Graph Neural NetworkInformation Retrieval | —Unverified | 0 |
| MolNet: A Chemically Intuitive Graph Neural Network for Prediction of Molecular Properties | Feb 1, 2022 | Graph Neural Network | CodeCode Available | 0 |
| Molecular Representation Learning via Heterogeneous Motif Graph Neural Networks | Feb 1, 2022 | graph constructionGraph Neural Network | CodeCode Available | 1 |
| Semi-supervised 3D Object Detection via Temporal Graph Neural Networks | Feb 1, 2022 | 3D Object DetectionAutonomous Driving | —Unverified | 0 |
| MotifExplainer: a Motif-based Graph Neural Network Explainer | Feb 1, 2022 | Graph Neural Network | —Unverified | 0 |
| Graph-based Neural Acceleration for Nonnegative Matrix Factorization | Feb 1, 2022 | Graph Neural Network | —Unverified | 0 |
| An Exploratory Study of Stock Price Movements from Earnings Calls | Jan 31, 2022 | Graph Neural Network | —Unverified | 0 |
| Compositional Multi-Object Reinforcement Learning with Linear Relation Networks | Jan 31, 2022 | Graph Neural NetworkObject | —Unverified | 0 |
| Graph Convolution-Based Deep Reinforcement Learning for Multi-Agent Decision-Making in Mixed Traffic Environments | Jan 30, 2022 | Autonomous VehiclesDecision Making | CodeCode Available | 1 |
| A Theoretical Comparison of Graph Neural Network Extensions | Jan 30, 2022 | Graph Neural Network | —Unverified | 0 |
| Few-Shot Transfer Learning for Device-Free Fingerprinting Indoor Localization | Jan 29, 2022 | Graph Neural NetworkIndoor Localization | CodeCode Available | 1 |
| Rewiring with Positional Encodings for Graph Neural Networks | Jan 29, 2022 | Graph Neural Network | —Unverified | 0 |
| Modeling Complex Dependencies for Session-based Recommendations via Graph Neural Networks | Jan 29, 2022 | Graph Neural NetworkRepresentation Learning | —Unverified | 0 |
| Image Classification using Graph Neural Network and Multiscale Wavelet Superpixels | Jan 29, 2022 | ClassificationGraph Classification | —Unverified | 0 |
| Neural Approximation of Graph Topological Features | Jan 28, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| RiskNet: Neural Risk Assessment in Networks of Unreliable Resources | Jan 28, 2022 | Graph Neural Network | —Unverified | 0 |
| FairEGM: Fair Link Prediction and Recommendation via Emulated Graph Modification | Jan 27, 2022 | FairnessGraph Neural Network | —Unverified | 0 |
| Causality and Correlation Graph Modeling for Effective and Explainable Session-based Recommendation | Jan 26, 2022 | Graph Neural NetworkSession-Based Recommendations | —Unverified | 0 |
| Semi-Supervised GCN for learning Molecular Structure-Activity Relationships | Jan 25, 2022 | Drug DesignGraph Neural Network | —Unverified | 0 |
| PowerGear: Early-Stage Power Estimation in FPGA HLS via Heterogeneous Edge-Centric GNNs | Jan 25, 2022 | graph constructionGraph Learning | CodeCode Available | 1 |
| DrugOOD: Out-of-Distribution (OOD) Dataset Curator and Benchmark for AI-aided Drug Discovery -- A Focus on Affinity Prediction Problems with Noise Annotations | Jan 24, 2022 | BenchmarkingDrug Discovery | CodeCode Available | 0 |
| Graph Neural Diffusion Networks for Semi-supervised Learning | Jan 24, 2022 | Graph Neural Network | CodeCode Available | 0 |
| HiSTGNN: Hierarchical Spatio-temporal Graph Neural Networks for Weather Forecasting | Jan 22, 2022 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Chinese Word Segmentation with Heterogeneous Graph Neural Network | Jan 22, 2022 | Chinese Word SegmentationGraph Neural Network | —Unverified | 0 |
| Learning Two-Step Hybrid Policy for Graph-Based Interpretable Reinforcement Learning | Jan 21, 2022 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |