| MHNet: Multi-view High-order Network for Diagnosing Neurodevelopmental Disorders Using Resting-state fMRI | Jul 3, 2024 | Functional ConnectivityGraph Neural Network | CodeCode Available | 2 | 5 |
| MHG-GNN: Combination of Molecular Hypergraph Grammar with Graph Neural Network | Sep 28, 2023 | Graph Neural NetworkPrediction | CodeCode Available | 2 | 5 |
| Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic Graphs | Jun 23, 2022 | Graph AttentionGraph Neural Network | CodeCode Available | 2 | 5 |
| Graph Structure Learning for Robust Graph Neural Networks | May 20, 2020 | Graph Neural NetworkGraph structure learning | CodeCode Available | 2 | 5 |
| Relational Graph Transformer | May 16, 2025 | Graph Neural Network | CodeCode Available | 2 | 5 |
| Gradformer: Graph Transformer with Exponential Decay | Apr 24, 2024 | Graph ClassificationGraph Neural Network | CodeCode Available | 2 | 5 |
| FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective | Nov 10, 2023 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 2 | 5 |
| OpenGlue: Open Source Graph Neural Net Based Pipeline for Image Matching | Apr 19, 2022 | Graph Neural Network | CodeCode Available | 2 | 5 |
| ACE-HGNN: Adaptive Curvature Exploration Hyperbolic Graph Neural Network | Oct 15, 2021 | Graph LearningGraph Neural Network | 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 |
| Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learning | Nov 25, 2023 | Graph Neural NetworkKnowledge Graphs | 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 |
| ChatGPT Informed Graph Neural Network for Stock Movement Prediction | May 28, 2023 | Graph Neural NetworkPrediction | CodeCode Available | 1 | 5 |
| Accelerating amorphous polymer electrolyte screening by learning to reduce errors in molecular dynamics simulated properties | Jan 13, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| ChebLieNet: Invariant Spectral Graph NNs Turned Equivariant by Riemannian Geometry on Lie Groups | Nov 23, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| PyGim: An Efficient Graph Neural Network Library for Real Processing-In-Memory Architectures | Feb 26, 2024 | CPUGPU | CodeCode Available | 1 | 5 |
| A Note on Over-Smoothing for Graph Neural Networks | Jun 23, 2020 | Graph Neural Network | CodeCode Available | 1 | 5 |
| CheckerPose: Progressive Dense Keypoint Localization for Object Pose Estimation with Graph Neural Network | Mar 29, 2023 | Graph Neural NetworkPose Estimation | CodeCode Available | 1 | 5 |
| Chickenpox Cases in Hungary: a Benchmark Dataset for Spatiotemporal Signal Processing with Graph Neural Networks | Feb 16, 2021 | BIG-bench Machine LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| A New Graph Node Classification Benchmark: Learning Structure from Histology Cell Graphs | Nov 11, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| A Cartesian Encoding Graph Neural Network for Crystal Structures Property Prediction: Application to Thermal Ellipsoid Estimation | Jan 30, 2025 | ADP PredictionBand Gap | CodeCode Available | 1 | 5 |
| Causal and Local Correlations Based Network for Multivariate Time Series Classification | Nov 27, 2024 | Graph Neural NetworkTime Series | CodeCode Available | 1 | 5 |
| Abstractive Summarization Guided by Latent Hierarchical Document Structure | Nov 17, 2022 | Abstractive Text SummarizationDecoder | CodeCode Available | 1 | 5 |
| GLAD: Content-aware Dynamic Graphs For Log Anomaly Detection | Sep 12, 2023 | Anomaly DetectionFew-Shot Learning | CodeCode Available | 1 | 5 |
| A Neural Separation Algorithm for the Rounded Capacity Inequalities | Jun 29, 2023 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Celcomen: spatial causal disentanglement for single-cell and tissue perturbation modeling | Sep 9, 2024 | counterfactualDisentanglement | CodeCode Available | 1 | 5 |
| Bundle Recommendation with Graph Convolutional Networks | May 7, 2020 | Decision MakingGraph Neural Network | CodeCode Available | 1 | 5 |
| BuildingNet: Learning to Label 3D Buildings | Oct 11, 2021 | 2k3D Building Mesh Labeling | CodeCode Available | 1 | 5 |
| CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion Detection | Mar 2, 2025 | FairnessGraph Attention | CodeCode Available | 1 | 5 |
| BrainNNExplainer: An Interpretable Graph Neural Network Framework for Brain Network based Disease Analysis | Jul 11, 2021 | Disease PredictionGraph 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 |
| BUAA_BIGSCity: Spatial-Temporal Graph Neural Network for Wind Power Forecasting in Baidu KDD CUP 2022 | Feb 22, 2023 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Can GNN be Good Adapter for LLMs? | Feb 20, 2024 | Graph Neural NetworkNode Classification | CodeCode Available | 1 | 5 |
| Challenging the Myth of Graph Collaborative Filtering: a Reasoned and Reproducibility-driven Analysis | Aug 1, 2023 | Collaborative FilteringGraph Neural Network | 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 |
| Bipartite Graph Network with Adaptive Message Passing for Unbiased Scene Graph Generation | Apr 1, 2021 | Graph GenerationGraph Neural Network | CodeCode Available | 1 | 5 |
| A Locality-based Neural Solver for Optical Motion Capture | Sep 1, 2023 | Data AugmentationGraph Neural Network | CodeCode Available | 1 | 5 |
| AMGNET: multi-scale graph neural networks for flow field prediction | Oct 13, 2022 | DecoderDeep Learning | CodeCode Available | 1 | 5 |
| Bkd-FedGNN: A Benchmark for Classification Backdoor Attacks on Federated Graph Neural Network | Jun 17, 2023 | Backdoor AttackFederated Learning | CodeCode Available | 1 | 5 |
| Algorithmic Concept-based Explainable Reasoning | Jul 15, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Aligning Transformers with Weisfeiler-Leman | Jun 5, 2024 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting | Jul 6, 2020 | Graph GenerationGraph Neural Network | CodeCode Available | 1 | 5 |
| Adaptive Hybrid Spatial-Temporal Graph Neural Network for Cellular Traffic Prediction | Feb 28, 2023 | Graph LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Adaptive Kernel Graph Neural Network | Dec 8, 2021 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 | 5 |
| Binary Graph Neural Networks | Dec 31, 2020 | BinarizationGraph Neural Network | CodeCode Available | 1 | 5 |
| An effective self-supervised framework for learning expressive molecular global representations to drug discovery | May 3, 2021 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 | 5 |
| Ab-Initio Potential Energy Surfaces by Pairing GNNs with Neural Wave Functions | Oct 11, 2021 | Graph Neural NetworkVariational Monte Carlo | CodeCode Available | 1 | 5 |
| An Attentive Graph Agent for Topology-Adaptive Cyber Defence | Jan 24, 2025 | Graph AttentionGraph Neural Network | CodeCode Available | 1 | 5 |
| GREED: A Neural Framework for Learning Graph Distance Functions | Dec 24, 2021 | CPUGPU | CodeCode Available | 1 | 5 |
| Alleviating the Inconsistency Problem of Applying Graph Neural Network to Fraud Detection | May 1, 2020 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 | 5 |
