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| Deep Reinforcement Learning Based on Local GNN for Goal-conditioned Deformable Object Rearranging | Feb 21, 2023 | Deep Reinforcement LearningGraph Neural Network | —Unverified | 0 |
| Autoregressive Renaissance in Neural PDE Solvers | Oct 30, 2023 | Graph Neural Network | —Unverified | 0 |
| Attentional Heterogeneous Graph Neural Network: Application to Program Reidentification | Dec 10, 2018 | Graph ClassificationGraph Embedding | —Unverified | 0 |
| Deep Polycuboid Fitting for Compact 3D Representation of Indoor Scenes | Mar 19, 2025 | Graph Neural Network | —Unverified | 0 |
| A Hybrid Real-Time Framework for Efficient Fussell-Vesely Importance Evaluation Using Virtual Fault Trees and Graph Neural Networks | Dec 13, 2024 | Graph Neural Network | —Unverified | 0 |
| Graph Neural Network-Based Distributed Optimal Control for Linear Networked Systems: An Online Distributed Training Approach | Apr 8, 2025 | Distributed OptimizationGraph Neural Network | —Unverified | 0 |
| Deep Neural Network for 3D Surface Segmentation based on Contour Tree Hierarchy | Aug 25, 2020 | Graph Neural NetworkImage Segmentation | —Unverified | 0 |
| AUTOPARLLM: GNN-Guided Automatic Code Parallelization using Large Language Models | Oct 6, 2023 | Code GenerationGraph Neural Network | —Unverified | 0 |
| Adaptive GNN for Image Analysis and Editing | Dec 1, 2019 | Graph Neural NetworkImage Enhancement | —Unverified | 0 |
| Deep Multi-View Spatiotemporal Virtual Graph Neural Network for Significant Citywide Ride-hailing Demand Prediction | Jul 30, 2020 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| Unveiling the Potential of Graph Neural Networks in SME Credit Risk Assessment | Sep 23, 2024 | Graph Neural NetworkRepresentation Learning | —Unverified | 0 |
| Graph Neural Network-Based Collaborative Perception for Adaptive Scheduling in Distributed Systems | May 22, 2025 | Graph Neural NetworkScheduling | —Unverified | 0 |
| Graph Machine Learning based Doubly Robust Estimator for Network Causal Effects | Mar 17, 2024 | Graph Neural NetworkUncertainty Quantification | —Unverified | 0 |
| Automating Neural Architecture Design without Search | Apr 21, 2022 | GPUGraph Neural Network | —Unverified | 0 |
| Deep Multi-attribute Graph Representation Learning on Protein Structures | Dec 22, 2020 | AttributeGraph Neural Network | —Unverified | 0 |
| A Hybrid Graph Neural Network for Enhanced EEG-Based Depression Detection | Oct 8, 2024 | Depression DetectionEEG | —Unverified | 0 |
| Deep-Motion-Net: GNN-based volumetric organ shape reconstruction from single-view 2D projections | Jul 9, 2024 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| Deep Learning Weather Models for Subregional Ocean Forecasting: A Case Study on the Canary Current Upwelling System | May 30, 2025 | Graph Neural NetworkWeather Forecasting | —Unverified | 0 |
| Graph Neural Network based Child Activity Recognition | Dec 18, 2022 | Activity RecognitionGraph Neural Network | —Unverified | 0 |
| A Hybrid Graph Neural Network Approach for Detecting PHP Vulnerabilities | Dec 16, 2020 | Graph Neural Network | —Unverified | 0 |
| Deep Learning on Graphs for Mobile Network Topology Generation | Apr 18, 2025 | Deep LearningGraph Neural Network | —Unverified | 0 |
| Adaptive Gated Graph Convolutional Network for Explainable Diagnosis of Alzheimer's Disease using EEG Data | Apr 12, 2023 | EEGFunctional Connectivity | —Unverified | 0 |
| Deep learning of contagion dynamics on complex networks | Jun 9, 2020 | Deep LearningGraph Neural Network | —Unverified | 0 |
| Deep Learning in Earthquake Engineering: A Comprehensive Review | May 15, 2024 | Deep LearningDimensionality Reduction | —Unverified | 0 |
| Graph Neural Network Based Beamforming and RIS Reflection Design in A Multi-RIS Assisted Wireless Network | Jan 24, 2025 | Graph Neural Network | —Unverified | 0 |
| Graph Neural Network-based Early Bearing Fault Detection | Apr 24, 2022 | Fault DetectionGraph Neural Network | —Unverified | 0 |
| Deep Learning for Technical Document Classification | Jun 27, 2021 | ClassificationDecision Making | —Unverified | 0 |
| Deep Learning for Joint Design of Pilot, Channel Feedback, and Hybrid Beamforming in FDD Massive MIMO-OFDM Systems | Dec 10, 2023 | Graph Neural Network | —Unverified | 0 |
| A Hybrid Graph Network for Complex Activity Detection in Video | Oct 26, 2023 | Action DetectionActivity Detection | —Unverified | 0 |
| Deep Learning Forecasts Caldera Collapse Events at Kilauea Volcano | Apr 30, 2024 | Deep LearningGraph Neural Network | —Unverified | 0 |
| Deep Learning-Enhanced Preconditioning for Efficient Conjugate Gradient Solvers in Large-Scale PDE Systems | Dec 10, 2024 | Computational EfficiencyGraph Neural Network | —Unverified | 0 |
| Deep Learning-driven Mobile Traffic Measurement Collection and Analysis | Oct 14, 2024 | Deep LearningGraph Neural Network | —Unverified | 0 |
| A Hybrid GNN approach for predicting node data for 3D meshes | Oct 23, 2023 | Graph Neural Network | —Unverified | 0 |
| Deep Learning-Derived Optimal Aviation Strategies to Control Pandemics | Oct 12, 2022 | Deep LearningGraph Neural Network | —Unverified | 0 |
| Deep Learning and Spectral Embedding for Graph Partitioning | Oct 16, 2021 | Deep LearningGraph Neural Network | —Unverified | 0 |
| Automated Generation of Diverse Courses of Actions for Multi-Agent Operations using Binary Optimization and Graph Learning | Jun 24, 2025 | Disaster ResponseDiversity | —Unverified | 0 |
| Fractional order graph neural network | Jan 5, 2020 | global-optimizationGraph Neural Network | —Unverified | 0 |
| Scalable Graph Neural Network-based framework for identifying critical nodes and links in Complex Networks | Dec 26, 2020 | Graph Neural Network | —Unverified | 0 |
| Automated airway segmentation by learning graphical structure | Sep 30, 2021 | Computed Tomography (CT)Graph Neural Network | —Unverified | 0 |
| Learning Blended, Precise Semantic Program Embeddings | Jul 3, 2019 | Graph Neural NetworkMethod name prediction | —Unverified | 0 |
| Deep Imbalanced Learning for Multimodal Emotion Recognition in Conversations | Dec 11, 2023 | Data AugmentationEmotion Recognition | —Unverified | 0 |
| Auto-HeG: Automated Graph Neural Network on Heterophilic Graphs | Feb 23, 2023 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Hierarchical Video Frame Sequence Representation with Deep Convolutional Graph Network | Jun 2, 2019 | General ClassificationGraph Neural Network | —Unverified | 0 |
| DeepHGNN: Study of Graph Neural Network based Forecasting Methods for Hierarchically Related Multivariate Time Series | May 29, 2024 | Graph Neural NetworkTime Series | —Unverified | 0 |
| DeepHEN: quantitative prediction essential lncRNA genes and rethinking essentialities of lncRNA genes | Sep 18, 2023 | Graph Neural NetworkRepresentation Learning | —Unverified | 0 |
| AutoGraph: Automated Graph Neural Network | Nov 23, 2020 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| DEEP GRAPH TREE NETWORKS | Sep 29, 2021 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Deep-Graph-Sprints: Accelerated Representation Learning in Continuous-Time Dynamic Graphs | Jul 10, 2024 | Deep LearningFeature Engineering | —Unverified | 0 |
| ABC: Aggregation before Communication, a Communication Reduction Framework for Distributed Graph Neural Network Training and Effective Partition | Dec 11, 2022 | Graph Neural Network | —Unverified | 0 |