graph-neural-networks

Documents about graph-neural-networks

• Repurposing Unified Topological Signatures for Graph Representation Learning#919409arXiv CS
• Stable Filters for Generative Modeling of Graph Signals#965420arXiv CS
• Epidemiological Causal Graph Identification: Challenges, Identifiability and Algorithms#978424arXiv CS
• GraphSkillEvo: Evolutionary Optimization of Graph-Structured Agent Skills#1006869arXiv CS
• A Temporal Knowledge Graph for Music Festival Lineup Forecasting#1028721arXiv CS
• Chimaera: A Mixture-of-Graph-Experts Architecture for Cross-Task and Cross-Dataset Graph Learning#668055arXiv CS
• SemVul: Semantic-Enhanced Graph Neural Networks for Code Property Graph-based Vulnerability Detection#973645arXiv (All)
• Event-Driven Temporal Graph Networks for Asynchronous Multi-Agent Cyber Defense in NetForge_RL#5947arXiv CS
• Traffic Engineering in Large-scale Networks with Generalizable Graph Neural Networks#1013412arXiv (All)
• A Comparative Study of Counterfactual Explainers for Graph Neural Networks Enabling Multiple Types of Graph Edit#972062arXiv (All)
• SynCo: Synthetic Community-Aware Attributed Graph Generator for Graph Neural Network Benchmarking#997734arXiv (All)
• AFGNN: API Misuse Detection using Graph Neural Networks and Clustering#2675arXiv CS
• Combinatorial optimization with physics-inspired graph neural networks#19723Semantic Scholar
• Interpreting and Unifying Graph Neural Networks with An Optimization Framework#19725Semantic Scholar
• Policy-GNN: Aggregation Optimization for Graph Neural Networks#19750Semantic Scholar
• Optimization of Graph Neural Networks with Natural Gradient Descent#19753Semantic Scholar
• Finding Global Homophily in Graph Neural Networks When Meeting Heterophily#19769Semantic Scholar
• EDITS: Modeling and Mitigating Data Bias for Graph Neural Networks#19801Semantic Scholar
• Opioids Overdose Death Prediction with Graph Neural Networks#29724bioRxiv / medRxiv
• G-Loss: Graph-Guided Fine-Tuning of Language Models#141475arXiv CS
• A Unified Framework of Hyperbolic Graph Representation Learning Methods#146926arXiv CS
• Hardware-Aware Quantum Kernel Design Based on Graph Neural Networks#153092arXiv (OAI)
• Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks#180620arXiv CS
• Predicting Enzyme pH Optima from Structure Using Equivariant Graph Neural Networks#264594bioRxiv / medRxiv
• Recipe-Controlled Decoder Audit for Structural Knowledge-Graph Completion#271850arXiv CS
• Product Competition Prediction in Engineering Design Using Graph Neural Networks#326647MIT Open Scholarship
• Graph neural networks based log anomaly detection and explanation.#342574NCBI PubMed Central
• GraphBU: MILP Instance Generation with Graph-Native Block Units#346492arXiv CS
• Graph-Regularized Low-Rank Matrix Completion by Variable Projection#361439arXiv CS
• Structure-Feature Aligned Graph Learning via Alternating Constrained Optimization#363267arXiv CS
• Oracle-Budgeted Molecular Optimization with Short-Term Graph Memory#414099arXiv CS
• FastGFDs: Efficient Validation of Graph Functional Dependencies with Desbordante#423990arXiv CS
• Dynamic Graph Prompting via Topology-Routed Mixed-Curvature Experts#432545arXiv CS
• Efficient RLVR Scheduling via Graph-Structured Online Difficulty Estimation#463223arXiv CS
• GraphK: Variable-Size Graph Generation with Efficient Edge Construction#467152arXiv CS
• FlatLand: Personalized Graph Federated Learning via Tailored Lorentz Space#480058arXiv CS
• Arrhythmia Classification Using Graph Neural Networks Based on Correlation Matrix#609755arXiv (All)
• Unifying Graph Neural Networks Through a Common Layer Equation#618833arXiv (OAI Expanded)
• Unifying Graph Neural Networks Through a Common Layer Equation#620512arXiv (All)
• TopoCompress: Long Context Compression via Graph-Wired Semantic Trajectories#622542arXiv CS
• Asynchronous Message Passing for Addressing Oversquashing in Graph Neural Networks#627963arXiv (OAI Expanded)
• Asynchronous Message Passing for Addressing Oversquashing in Graph Neural Networks#629825arXiv (All)
• Efficient Graph Neural Networks for Multicarrier Wideband Hybrid Beamforming Optimization#673458arXiv CS
• Can Subgraph Explanations Be Weaponized to Steal Graph Neural Networks?#682700arXiv (OAI Expanded)
• Can Subgraph Explanations Be Weaponized to Steal Graph Neural Networks?#684475arXiv (All)
• Refining Heuristic-Based Bitcoin Address Clustering with Graph Neural Networks#822357arXiv (All)
• Physics Constrained Graph Neural Network for Real Time Prediction of Intracranial Aneurysm Hemodynamics#322606HAL (France)
• Ordered-to-disordered transfer learning with graph neural networks for formation-energy and HOMO-LUMO gap prediction in high-entropy perovskite oxides#422247arXiv CS
• Graph Neural Network based Hierarchy-Aware Embeddings of Knowledge Graphs: Applications to Yeast Phenotype Prediction#155311arXiv CS
• A multi-scale feature enhanced graph neural network for fluid dynamics prediction in complex geometries#363254arXiv CS