graph-neural-networks

Documents about graph-neural-networks

• Spatial-aware Graph-based Representations for EEG Signals Classification#156101HAL (France)
• From Individual to Collective Influence in Online Social Platforms : Metrics, Algorithms and Applications#185314HAL (France)
• Rapid training of Hamiltonian graph networks using random features#144305arXiv (OAI)
• Structure and Computation in Disordered Systems and Neural Networks#177951Infoscience
• Tennis Motion Recognition. Design of Classification Approaches and Experimental Studies#206529Politechnika Lubelska
• Graph Dimensionality Reduction for Contextual Bandits: Structure-Specific Regret Bounds under Approximate Smoothness and Noisy Eigenspaces#319694arXiv CS
• MetaboLLM: a metabolomics-specialized large language model for biochemical knowledge integration and predictive metabolite graph construction#432524arXiv CS
• EssentialGIN: a new approach for gene essentiality prediction based on graph isomorphism neural networks#1014735arXiv (All)
• AI-Driven Real-Time Relay Optimisation in Smart Urban NR-V2X Networks via Learning-to-Optimise Graph Neural Networks#1034039arXiv (All)
• A Systematic Review of the Application of Graph Neural Networks to Extract Candidate Genes and Biological Associations.#150264NCBI PubMed Central
• Predicting Brain Morphometry with MT-GNN: Mesh Evolution in Continuous Time with Graph-Based Metric Tensor Embeddings#429344arXiv CS
• A Dataset and Model for Imputing Water Surface Elevation on a Large and Extremely Sparse Spatiotemporal Graph#673528arXiv CS
• Structural Negative Transfer in Federated Graph Neural Networks: Diagnosis, Causal Investigation, and the Limits of Divergence-Aware Mitigation#919330arXiv CS
• Quantum Graph Neural Networks for Jet Tagging on Quantum Hardware#927661arXiv (All)
• PDR-STGCN: An Enhanced STGCN with Multi-Scale Periodic Fusion and a Dynamic Relational Graph for Traffic Forecasting#289464Scholar Commons
• EdgeFence: Federated Temporal Graph Neural Networks for Lightweight, Adversarial Malware Detection in Distributed Edge Networks#156466Springer Nature OA
• Graph Neural Networks and Multimodal DTI Features for Schizophrenia Classification: Insights from Brain Network Analysis and Gene Expression.#247726NCBI PubMed Central
• Half a Link can Be Enough to Predict a Whole Link: Understanding Generalization in Knowledge Graph Foundation Models#282803arXiv CS
• MeGA-MP: Metric Graph Advection Message Passing -- A Physics-Informed Message Passing Operator for Advection-Dominated Metric Graphs#343494arXiv CS
• Integrating Implicit and Explicit Relational Biases through Graph-Based Multiple Instance Learning: A Case Study in Skin Lesion Diagnosis#432544arXiv CS
• BRAID: Learning Equilibrium Maps in Interdependent Security Games via Weight-Tied Iterative Graph Neural Networks#609277arXiv (OAI Expanded)
• On the Potential of Graph Neural Networks as Metamodels for Supply Chain Optimization: Dataset, Architectures, and Directions#984199arXiv (All)
• Enhanced detection of subtle cortical abnormalities in focal epilepsy using 7 T MRI surface-based models and graph neural networks.#988519NCBI PubMed Central
• Flexibly regularized mixture models and application to image segmentation#175785HAL (France)
• 2D-JCOG: Transforming 1D (1)H NMR Spectra into J-δ Correlation Maps via the Shared Splitting Theorem and Graph Neural Networks.#275685NCBI PubMed Central
• Toward accurate RUL and SoH estimation using reinforced graph-based physics-informed neural networks enhanced with dynamic weights#1035302arXiv (All)
• When Can You Correct Distribution Drift in Temporal Graph Generation? A Sharpening--Drift Tension and an Impossibility for Observation-Based Correction#405646arXiv CS
• PPO-STGNN: A Proximal Policy Optimization Approach with Spatio-Temporal Graph Neural Networks for DAG Task Scheduling in Cloud-Edge-End Computing#926418arXiv (All)
• Gap-Filled Sea Ice Products derived from the NIMBUS 5 Nimbus-E Microwave Spectrometer (NEMS) data from 1972-1973, using Graph Neural Network Reconstruction#440511Figshare
• Edge co-occurrence regularization for node classification#403861Digital Commons @ NJIT
• Graph-Based Machine Learning for Multivariate Time Series Prediction in Scientific Domains: Streamflow Forecasting and Solar Flare Prediction#429891DigitalCommons@USU
• Apprentissage profond pour l'analyse des organoïdes : modélisation par graphes des architectures cellulaires 3D#161327HAL (France)
• Discovering robust biomarkers of psychiatric disorders from resting-state functional MRI via graph neural networks: A systematic review#163035arXiv (OAI)
• Discovering robust biomarkers of psychiatric disorders from resting-state functional MRI via graph neural networks: A systematic review#163994arXiv (OAI Expanded)
• LSTM-attention-guided graph neural networks for integrated genotype–Environment modeling in maize yield prediction#209845PLOS
• Colorful Exponential Random Graph Models#809158arXiv (OAI Expanded)
• Colorful Exponential Random Graph Models#819150arXiv (All)
• Graph Attention Networks for Detecting Epilepsy from EEG Signals Using Accessible Hardware in Low-Resource Settings#996868arXiv (All)
• WITHDRAWN: An Integrated Deep Learning Framework for Small-Sample Biomedical Data Classification: Explainable Graph Neural Networks with Data Augmentation for RNA sequencing Dataset#223953bioRxiv / medRxiv
• Learning Latent Structure in High-Dimensional Data via Geometry and Graphs#373977DigitalCommons@USU
• Optimal Transport and Graph Neural Networks for Cross-Session Mental Workload Classification#443284OpenMETU
• Max Cut graph driven quantum circuit design for geometrically frustrated planar spin systems with spin glass like energy landscapes#999156arXiv (All)
• Graph-based precedent case recommendation with statute-aware representations for Turkish jurisprudence#295535OpenMETU
• A quantum-inspired hybrid framework for ransomware detection using graph neural networks and support vector machines#479686Springer Nature OA
• MA-GatedGNN: Code and Reproducibility Materials for Mask-Aware Traffic Forecasting under Sensor Missingness#380000Figshare
• MACHINE LEARNING APPROACHES FOR FRAUD DETECTION IN FINANCIAL NETWORKS#28968DataCite
• MACHINE LEARNING APPROACHES FOR FRAUD DETECTION IN FINANCIAL NETWORKS#28969DataCite
• Temporal Generalization and Explanation Stability of Control Flow Graph Neural Networks for Malware Detection#1050461arXiv (All)
• Predicting Engagement in Human-Robot Teams via Node-Edge Co-Attention Dynamic Graph Neural Networks#497342ScholarSpace
• SURROGATE MODELING OF AERODYNAMIC SURFACES USING GEOMETRIC DEEP LEARNING#191277OpenMETU