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| Multi-hop Attention Graph Neural Network | Sep 29, 2020 | Graph Neural NetworkGraph Representation Learning | CodeCode Available | 1 |
| Disentangled Graph Neural Networks for Session-based Recommendation | Jan 10, 2022 | Graph Neural NetworkSession-Based Recommendations | CodeCode Available | 1 |
| AMGNET: multi-scale graph neural networks for flow field prediction | Oct 13, 2022 | DecoderDeep Learning | CodeCode Available | 1 |
| A Microstructure-based Graph Neural Network for Accelerating Multiscale Simulations | Feb 20, 2024 | Graph Neural Network | CodeCode Available | 1 |
| Distance-Enhanced Graph Neural Network for Link Prediction | May 20, 2021 | Graph Neural NetworkLink Prediction | CodeCode Available | 1 |
| CodeCMR: Cross-Modal Retrieval For Function-Level Binary Source Code Matching | Dec 1, 2020 | Computer SecurityCross-Modal Retrieval | CodeCode Available | 1 |
| Distributionally Robust Graph Out-of-Distribution Recommendation via Diffusion Model | Jan 26, 2025 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
| DMNet: Delaunay Meshing Network for 3D Shape Representation | Jan 1, 2023 | 3D Shape RepresentationGraph Neural Network | CodeCode Available | 1 |
| Dorylus: Affordable, Scalable, and Accurate GNN Training with Distributed CPU Servers and Serverless Threads | May 24, 2021 | CPUGPU | CodeCode Available | 1 |
| Causal and Local Correlations Based Network for Multivariate Time Series Classification | Nov 27, 2024 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| Drug–target affinity prediction using graph neural network and contact maps | Jun 1, 2020 | Drug DesignDrug Discovery | CodeCode Available | 1 |
| Dual Intent Enhanced Graph Neural Network for Session-based New Item Recommendation | May 10, 2023 | Decision MakingGraph Neural Network | CodeCode Available | 1 |
| Dual Side Deep Context-aware Modulation for Social Recommendation | Mar 16, 2021 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| A Multimodal Graph Neural Network Framework of Cancer Molecular Subtype Classification | Feb 24, 2023 | Cancer ClassificationClassification | CodeCode Available | 1 |
| 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 |
| ADMET property prediction through combinations of molecular fingerprints | Sep 29, 2023 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| Earthquake Phase Association with Graph Neural Networks | Sep 15, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Edge Rewiring Goes Neural: Boosting Network Resilience without Rich Features | Oct 18, 2021 | Graph Neural Networkreinforcement-learning | CodeCode Available | 1 |
| EEG-Based Emotion Recognition Using Regularized Graph Neural Networks | Jul 18, 2019 | EEGEEG Emotion Recognition | CodeCode Available | 1 |
| Efficient and Accurate Physics-aware Multiplex Graph Neural Networks for 3D Small Molecules and Macromolecule Complexes | Jun 6, 2022 | Graph Neural NetworkMolecular Property Prediction | CodeCode Available | 1 |
| Efficient Heterogeneous Graph Learning via Random Projection | Oct 23, 2023 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Can GNN be Good Adapter for LLMs? | Feb 20, 2024 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| Celcomen: spatial causal disentanglement for single-cell and tissue perturbation modeling | Sep 9, 2024 | counterfactualDisentanglement | CodeCode Available | 1 |
| Advanced Graph-Based Deep Learning for Probabilistic Type Inference | Sep 13, 2020 | Deep LearningGraph Neural Network | CodeCode Available | 1 |
| Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters | Aug 19, 2020 | Anomaly DetectionFraud Detection | CodeCode Available | 1 |
| An Attentive Graph Agent for Topology-Adaptive Cyber Defence | Jan 24, 2025 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| PyGim: An Efficient Graph Neural Network Library for Real Processing-In-Memory Architectures | Feb 26, 2024 | CPUGPU | 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 |
| EquiPocket: an E(3)-Equivariant Geometric Graph Neural Network for Ligand Binding Site Prediction | Feb 23, 2023 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| Accelerating amorphous polymer electrolyte screening by learning to reduce errors in molecular dynamics simulated properties | Jan 13, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Euler: Detecting Network Lateral Movement via Scalable Temporal Link Prediction | Apr 24, 2022 | Dynamic Link PredictionEdge Detection | CodeCode Available | 1 |
| Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting | Oct 16, 2024 | Graph Neural NetworkSpatio-Temporal Forecasting | CodeCode Available | 1 |
| Explainable Global Wildfire Prediction Models using Graph Neural Networks | Feb 11, 2024 | BenchmarkingCommunity Detection | CodeCode Available | 1 |
| Explanation-based Weakly-supervised Learning of Visual Relations with Graph Networks | Jun 16, 2020 | Graph Neural NetworkHuman-Object Interaction Detection | CodeCode Available | 1 |
| GREED: A Neural Framework for Learning Graph Distance Functions | Dec 24, 2021 | CPUGPU | CodeCode Available | 1 |
| Bundle Recommendation with Graph Convolutional Networks | May 7, 2020 | Decision MakingGraph Neural Network | CodeCode Available | 1 |
| A Neural Separation Algorithm for the Rounded Capacity Inequalities | Jun 29, 2023 | Graph Neural Network | CodeCode Available | 1 |
| A New Graph Node Classification Benchmark: Learning Structure from Histology Cell Graphs | Nov 11, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learning | Nov 25, 2023 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 1 |
| Fast Quantum Property Prediction via Deeper 2D and 3D Graph Networks | Jun 16, 2021 | Graph Neural NetworkMolecular Property Prediction | CodeCode Available | 1 |
| FBNETGEN: Task-aware GNN-based fMRI Analysis via Functional Brain Network Generation | May 25, 2022 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| Few-shot Relation Extraction via Bayesian Meta-learning on Relation Graphs | Jul 5, 2020 | Graph Neural NetworkMeta-Learning | CodeCode Available | 1 |
| Few-Shot Transfer Learning for Device-Free Fingerprinting Indoor Localization | Jan 29, 2022 | Graph Neural NetworkIndoor Localization | CodeCode Available | 1 |
| Finding Money Launderers Using Heterogeneous Graph Neural Networks | Jul 25, 2023 | Graph Neural Network | CodeCode Available | 1 |
| Finding the Law: Enhancing Statutory Article Retrieval via Graph Neural Networks | Jan 30, 2023 | Ad-Hoc Information RetrievalArticles | CodeCode Available | 1 |
| FluxGAT: Integrating Flux Sampling with Graph Neural Networks for Unbiased Gene Essentiality Classification | Mar 27, 2024 | Graph Neural Network | CodeCode Available | 1 |
| BuildingNet: Learning to Label 3D Buildings | Oct 11, 2021 | 2k3D Building Mesh Labeling | CodeCode Available | 1 |
| FragNet: A Graph Neural Network for Molecular Property Prediction with Four Levels of Interpretability | Oct 16, 2024 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion Detection | Mar 2, 2025 | FairnessGraph Attention | CodeCode Available | 1 |
