graph-neural-networks

Documents about graph-neural-networks

• Storm Surge Modeling, Bias Correction, Graph Neural Networks, Graph Convolution Networks#124056arXiv CS
• Differentiable Parameter-less Co-Clustering using Graph Neural Networks#173118HAL (France)
• Advancing graph neural networks : addressing representation challenges in the vision domain#413324ULRR
• Relevant Walk Search for Explaining Graph Neural Networks#222597arXiv CS
• A Comparative Study of Counterfactual Explainers for Graph Neural Networks Enabling Multiple Types of Graph Edit#660823arXiv CS
• Spiking graph neural networks: A survey#336430RUcore, Rutgers University Community Repository
• Gauge-Equivariant Graph Neural Networks for Lattice Gauge Theories#124039arXiv CS
• On Halting vs Converging in Recurrent Graph Neural Networks#141491arXiv CS
• Replication Data for: Thermodynamics-informed Graph Neural Networks for Phase Transition Enthalpies#367642KU Leuven RDR Dataverse OAI Archive
• Enhancing Cybersecurity Monitoring in Battery Energy Storage Systems with Graph Neural Networks#644183IRIS
• Beyond the Laplacian: Doubly Stochastic Matrices for Graph Neural Networks#19023arXiv CS
• Do Deep Ensembles Actually Capture Uncertainty in Graph Neural Networks?#216853arXiv CS
• Graph Neural Networks Applications Across Domains: All Insights You Need#310818arXiv CS
• Explaining Temporal Graph Neural Networks via Feature-induced Information Flow#310819arXiv CS
• Graph Neural Networks for Scalable and Transferable Node Centrality Approximation#361460arXiv CS
• Graph Coloring Approach to Solving Sudoku with Oscillatory Neural Networks#381766arXiv CS
• Embedded Graph Flows for Categorical Graph Generation#660797arXiv CS
• Embedded graph convolutional networks for real-time event data processing on SoC FPGAs#254325HAL (France)
• Towards Metric-Faithful Neural Graph Matching#168326arXiv CS
• Fraud Detection in Cryptocurrency Markets with Spatio-Temporal Graph Neural Networks#138926arXiv CS
• Graph Neural Networks with Triangle-Based Messages for the Multicut Problem#180676arXiv CS
• Acceleration of an algebraic multigrid pressure solver using graph neural networks#287125arXiv CS
• Demographically-Informed Heat-Mortality Risk Curves via Risk Graph Neural Networks#394427arXiv CS
• Edge-Girth as a Structural Edge Feature for Graph Neural Networks#627688arXiv CS
• ReDIL-GNN: Resynthesis Domain Incremental Learning for Circuit Graph Neural Networks#965438arXiv CS
• How Embeddings Shape Graph Neural Networks: Classical vs Quantum-Oriented Node Representations#18997arXiv CS
• Thermodynamics-Informed Graph Neural Networks#8164HAL (France)
• Graph Neural Multilevel Preconditioners for Iterative Solvers#414098arXiv CS
• A privacy preserving intrusion detection framework for IIoT in 6G networks using homomorphic encryption and graph neural networks#20525DOAJ
• Graph Neural Networks in the Wilson Loop Representation of Abelian Lattice Gauge Theories#155285arXiv CS
• Multiphysics learning with graph neural networks for thrombosis prediction in intracranial aneurysms#322607HAL (France)
• PAC-Bayesian Adversarially Robust Generalization for Message Passing Graph Neural Networks: A Sensitivity Analysis#259493arXiv CS
• Neural optimization for quantum architectures: graph embedding problems with Distance Encoder Networks#319002IRIS
• Spatial-temporal graph neural networks for weather prediction in South Africa#228120OpenUCT
• GEqTrain: A Configuration-Driven Framework for Retargeting Equivariant Graph Neural Networks Across 3D Scientific Tasks#386885arXiv CS
• Distance-Misaligned Training in Graph Transformers and Adaptive Graph-Aware Control#134565arXiv CS
• Graph Convolutional Attention: A Spectral Perspective on Graph Denoising and Diffusion#346491arXiv CS
• Spectral Initialization and Scheduled Graph Smoothness for Uncertain Knowledge Graph Completion#632856arXiv CS
• Physics‐Informed Graph Neural Networks to Reconstruct Local Fields Considering Finite Strain Hyperelasticity#796364HAL (France)
• Graph neural networks and the energetic cavity method for combinatorial optimization#984377arXiv (All)
• Intelligence on the graph: Graph neural networks for mechanistic drug target discovery.#399694NCBI PubMed Central
• Data-Free Graph Property Inference Attacks From Graph Embeddings: Data-Free Helps Data-Available#683334Digital Commons @ Michigan Tech
• How Powerful are Spectral Graph Neural Networks#19766Semantic Scholar
• Spectral bandits for smooth graph functions#120528arXiv CS
• Learning to Pre-train Graph Neural Networks#120633Semantic Scholar
• Interpretability of graph neural networks to assess effects of global change drivers on ecological networks#442540HAL (France)
• Assessing the Generalization of Graph Neural Networks for Fault Location Across Increasing Distributed Energy Resource Penetration Levels#422272arXiv CS
• SuperCond-GNN: Scalable Graph Neural Network Surrogate for Superconducting Circuit Simulations#299944arXiv CS
• Dynamic Neural Graph Encoding of Inference Processes in Deep Weight Space#332546arXiv CS
• Graph Neural Network Force Fields for Spin Dynamics in Metallic Magnets#414093arXiv CS