| Graph Neural Network Aided MU-MIMO Detectors | Jun 19, 2022 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning | Feb 27, 2021 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 | 5 |
| ACE-HGNN: Adaptive Curvature Exploration Hyperbolic Graph Neural Network | Oct 15, 2021 | Graph LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| GNNBuilder: An Automated Framework for Generic Graph Neural Network Accelerator Generation, Simulation, and Optimization | Mar 29, 2023 | Code GenerationCPU | CodeCode Available | 1 | 5 |
| CI-GNN: A Granger Causality-Inspired Graph Neural Network for Interpretable Brain Network-Based Psychiatric Diagnosis | Jan 4, 2023 | Functional ConnectivityGraph Neural Network | CodeCode Available | 1 | 5 |
| CktGNN: Circuit Graph Neural Network for Electronic Design Automation | Aug 31, 2023 | Bayesian OptimizationGraph Learning | CodeCode Available | 1 | 5 |
| A Fair Comparison of Graph Neural Networks for Graph Classification | Dec 20, 2019 | General ClassificationGraph Classification | CodeCode Available | 1 | 5 |
| 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 | 5 |
| 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 | 5 |
| GNN4EEG: A Benchmark and Toolkit for Electroencephalography Classification with Graph Neural Network | Sep 27, 2023 | ClassificationEEG | CodeCode Available | 1 | 5 |
| GraphMETRO: Mitigating Complex Graph Distribution Shifts via Mixture of Aligned Experts | Dec 7, 2023 | DiversityGraph Neural Network | CodeCode Available | 1 | 5 |
| Graph Neural Network-Based Anomaly Detection in Multivariate Time Series | Jun 13, 2021 | Anomaly DetectionGraph Neural Network | CodeCode Available | 1 | 5 |
| Graph neural network-based surrogate modelling for real-time hydraulic prediction of urban drainage networks | Apr 16, 2024 | Graph Neural NetworkPrediction | CodeCode Available | 1 | 5 |
| Graph-Guided Network for Irregularly Sampled Multivariate Time Series | Oct 11, 2021 | Graph Neural NetworkTime Series | CodeCode Available | 1 | 5 |
| Convergent Graph Solvers | Jun 3, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 | 5 |
| Graph HyperNetworks for Neural Architecture Search | Oct 12, 2018 | Graph Neural NetworkNeural Architecture Search | CodeCode Available | 1 | 5 |
| Graph Convolution-Based Deep Reinforcement Learning for Multi-Agent Decision-Making in Mixed Traffic Environments | Jan 30, 2022 | Autonomous VehiclesDecision Making | CodeCode Available | 1 | 5 |
| Contrastive Representation Learning for Dynamic Link Prediction in Temporal Networks | Aug 22, 2024 | Contrastive LearningDynamic Link Prediction | CodeCode Available | 1 | 5 |
| Graph-based Solutions with Residuals for Intrusion Detection: the Modified E-GraphSAGE and E-ResGAT Algorithms | Nov 26, 2021 | Graph AttentionGraph Neural Network | CodeCode Available | 1 | 5 |
| Graph-Enhanced Multi-Task Learning of Multi-Level Transition Dynamics for Session-based Recommendation | Oct 8, 2021 | Graph Neural NetworkMulti-Task Learning | CodeCode Available | 1 | 5 |
| Graph in Graph Neural Network | Jun 30, 2024 | Action RecognitionGraph Neural Network | CodeCode Available | 1 | 5 |
| Grape: Knowledge Graph Enhanced Passage Reader for Open-domain Question Answering | Oct 6, 2022 | Entity EmbeddingsGraph Neural Network | CodeCode Available | 1 | 5 |
| Context Modeling in 3D Human Pose Estimation: A Unified Perspective | Mar 29, 2021 | 3D Human Pose EstimationGraph Neural Network | CodeCode Available | 1 | 5 |
| COGMEN: COntextualized GNN based Multimodal Emotion recognitioN | May 5, 2022 | Emotion RecognitionEmotion Recognition in Conversation | CodeCode Available | 1 | 5 |
| Affinity Attention Graph Neural Network for Weakly Supervised Semantic Segmentation | Jun 8, 2021 | Box-supervised Instance SegmentationGraph Neural Network | CodeCode Available | 1 | 5 |
| Contrastive Cross-Domain Sequential Recommendation | Apr 8, 2023 | Graph Neural NetworkSequential Recommendation | CodeCode Available | 1 | 5 |
| GraphAlign: Pretraining One Graph Neural Network on Multiple Graphs via Feature Alignment | Jun 5, 2024 | Graph Neural NetworkSelf-Supervised Learning | CodeCode Available | 1 | 5 |
| Coupled Graph ODE for Learning Interacting System Dynamics | Aug 14, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Graph-Bert: Only Attention is Needed for Learning Graph Representations | Jan 15, 2020 | AttributeClustering | CodeCode Available | 1 | 5 |
| Graph Colouring Meets Deep Learning: Effective Graph Neural Network Models for Combinatorial Problems | Mar 11, 2019 | Deep LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Combinatorial Optimization with Physics-Inspired Graph Neural Networks | Jul 2, 2021 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 | 5 |
| Combining Differentiable PDE Solvers and Graph Neural Networks for Fluid Flow Prediction | Jul 8, 2020 | Graph Neural Network | CodeCode Available | 1 | 5 |
| GraphFM: Graph Factorization Machines for Feature Interaction Modeling | May 25, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Graph-Fraudster: Adversarial Attacks on Graph Neural Network Based Vertical Federated Learning | Oct 13, 2021 | Adversarial AttackFederated Learning | CodeCode Available | 1 | 5 |
| Combining Graph Neural Network and Mamba to Capture Local and Global Tissue Spatial Relationships in Whole Slide Images | Jun 5, 2024 | Graph Neural NetworkMamba | CodeCode Available | 1 | 5 |
| Conversation Understanding using Relational Temporal Graph Neural Networks with Auxiliary Cross-Modality Interaction | Nov 8, 2023 | Emotion RecognitionGraph Neural Network | CodeCode Available | 1 | 5 |
| Graph-MLP: Node Classification without Message Passing in Graph | Jun 8, 2021 | ClassificationGraph Neural Network | CodeCode Available | 1 | 5 |
| Graph Neural Distance Metric Learning with Graph-Bert | Feb 9, 2020 | ClusteringGraph Classification | CodeCode Available | 1 | 5 |
| CopulaGNN: Towards Integrating Representational and Correlational Roles of Graphs in Graph Neural Networks | Oct 5, 2020 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Cost Sensitive GNN-based Imbalanced Learning for Mobile Social Network Fraud Detection | Mar 28, 2023 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 | 5 |
| Correlation-aware Spatial-Temporal Graph Learning for Multivariate Time-series Anomaly Detection | Jul 17, 2023 | Anomaly DetectionGraph Learning | CodeCode Available | 1 | 5 |
| Company-as-Tribe: Company Financial Risk Assessment on Tribe-Style Graph with Hierarchical Graph Neural Networks | Jan 31, 2023 | Contrastive LearningGraph Learning | CodeCode Available | 1 | 5 |
| A Novel Framework with Information Fusion and Neighborhood Enhancement for User Identity Linkage | Mar 16, 2020 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Modern graph neural networks do worse than classical greedy algorithms in solving combinatorial optimization problems like maximum independent set | Jun 27, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 | 5 |
| Comparing and Contrasting Deep Learning Weather Prediction Backbones on Navier-Stokes and Atmospheric Dynamics | Jul 19, 2024 | Graph Neural NetworkWeather Forecasting | CodeCode Available | 1 | 5 |
| 3D Infomax improves GNNs for Molecular Property Prediction | Oct 8, 2021 | Contrastive LearningGraph Learning | CodeCode Available | 1 | 5 |
| A generalized-template-based graph neural network for accurate organic reactivity prediction | Sep 15, 2022 | Chemical Reaction PredictionGraph Neural Network | CodeCode Available | 1 | 5 |
| Cross-document Misinformation Detection based on Event Graph Reasoning | Jul 1, 2022 | Articlescoreference-resolution | CodeCode Available | 1 | 5 |
| Applying Self-supervised Learning to Network Intrusion Detection for Network Flows with Graph Neural Network | Mar 3, 2024 | Binary ClassificationContrastive Learning | CodeCode Available | 1 | 5 |
| CodeCMR: Cross-Modal Retrieval For Function-Level Binary Source Code Matching | Dec 1, 2020 | Computer SecurityCross-Modal Retrieval | CodeCode Available | 1 | 5 |
