| GITO: Graph-Informed Transformer Operator for Learning Complex Partial Differential Equations | Jun 16, 2025 | Graph Neural NetworkSuper-Resolution | —Unverified | 0 |
| KCLNet: Physics-Informed Power Flow Prediction via Constraints Projections | Jun 15, 2025 | Graph Neural NetworkPrediction | —Unverified | 0 |
| FIGNN: Feature-Specific Interpretability for Graph Neural Network Surrogate Models | Jun 13, 2025 | Graph Neural Network | —Unverified | 0 |
| Graph Semi-Supervised Learning for Point Classification on Data Manifolds | Jun 13, 2025 | ClassificationGraph Neural Network | —Unverified | 0 |
| SemanticST: Spatially Informed Semantic Graph Learning for Clustering, Integration, and Scalable Analysis of Spatial Transcriptomics | Jun 13, 2025 | BenchmarkingContrastive Learning | —Unverified | 0 |
| Directed Acyclic Graph Convolutional Networks | Jun 13, 2025 | Causal InferenceComputational Efficiency | —Unverified | 0 |
| Contrastive Matrix Completion with Denoising and Augmented Graph Views for Robust Recommendation | Jun 12, 2025 | Contrastive LearningDenoising | CodeCode Available | 0 |
| Analysis of Anonymous User Interaction Relationships and Prediction of Advertising Feedback Based on Graph Neural Network | Jun 11, 2025 | Graph Neural Network | —Unverified | 0 |
| HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning | Jun 10, 2025 | Decision MakingGraph Neural Network | —Unverified | 0 |
| ST-GraphNet: A Spatio-Temporal Graph Neural Network for Understanding and Predicting Automated Vehicle Crash Severity | Jun 9, 2025 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| MAGNet: A Multi-Scale Attention-Guided Graph Fusion Network for DRC Violation Detection | Jun 8, 2025 | graph constructionGraph Neural Network | —Unverified | 0 |
| Diffusion-Based Hierarchical Graph Neural Networks for Simulating Nonlinear Solid Mechanics | Jun 6, 2025 | DenoisingGraph Neural Network | —Unverified | 0 |
| EqCollide: Equivariant and Collision-Aware Deformable Objects Neural Simulator | Jun 6, 2025 | Graph Neural Network | —Unverified | 0 |
| Joint Beamforming and Integer User Association using a GNN with Gumbel-Softmax Reparameterizations | Jun 5, 2025 | Graph Neural Network | —Unverified | 0 |
| Ignoring Directionality Leads to Compromised Graph Neural Network Explanations | Jun 5, 2025 | Decision MakingGraph Neural Network | —Unverified | 0 |
| Topology-Aware Graph Neural Network-based State Estimation for PMU-Unobservable Power Systems | Jun 4, 2025 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| Graph Neural Networks for Resource Allocation in Multi-Channel Wireless Networks | Jun 4, 2025 | Graph Neural Network | —Unverified | 0 |
| HIEGNet: A Heterogenous Graph Neural Network Including the Immune Environment in Glomeruli Classification | Jun 3, 2025 | graph constructionGraph Neural Network | CodeCode Available | 0 |
| ChemGraph: An Agentic Framework for Computational Chemistry Workflows | Jun 3, 2025 | Computational chemistryGraph Neural Network | —Unverified | 0 |
| HGOT: Self-supervised Heterogeneous Graph Neural Network with Optimal Transport | Jun 3, 2025 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| Geometric Visual Fusion Graph Neural Networks for Multi-Person Human-Object Interaction Recognition in Videos | Jun 3, 2025 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Stock Market Telepathy: Graph Neural Networks Predicting the Secret Conversations between MINT and G7 Countries | Jun 2, 2025 | Graph Neural NetworkMultivariate Time Series Forecasting | —Unverified | 0 |
| iQUEST: An Iterative Question-Guided Framework for Knowledge Base Question Answering | Jun 2, 2025 | Graph Neural NetworkKnowledge Base Question Answering | —Unverified | 0 |
| Graph Neural Networks for Jamming Source Localization | Jun 1, 2025 | feature selectiongraph construction | CodeCode Available | 0 |
| Regulatory Graphs and GenAI for Real-Time Transaction Monitoring and Compliance Explanation in Banking | Jun 1, 2025 | Graph Neural NetworkRetrieval-augmented Generation | —Unverified | 0 |
| Studying and Improving Graph Neural Network-based Motif Estimation | May 30, 2025 | Graph GenerationGraph Neural Network | —Unverified | 0 |
| Biological Pathway Guided Gene Selection Through Collaborative Reinforcement Learning | May 30, 2025 | Dimensionality Reductionfeature selection | CodeCode Available | 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 |
| How hard is learning to cut? Trade-offs and sample complexity | May 30, 2025 | Graph Neural Network | —Unverified | 0 |
| Dual-Task Graph Neural Network for Joint Seizure Onset Zone Localization and Outcome Prediction using Stereo EEG | May 29, 2025 | EEGFeature Importance | —Unverified | 0 |
| AMBER: Adaptive Mesh Generation by Iterative Mesh Resolution Prediction | May 29, 2025 | Computational EfficiencyData Augmentation | CodeCode Available | 0 |
| A Benchmark Dataset for Graph Regression with Homogeneous and Multi-Relational Variants | May 29, 2025 | Graph Neural NetworkGraph Regression | —Unverified | 0 |
| Directed Homophily-Aware Graph Neural Network | May 28, 2025 | Graph Neural NetworkInformativeness | —Unverified | 0 |
| Graph Neural Network Aided Detection for the Multi-User Multi-Dimensional Index Modulated Uplink | May 27, 2025 | compressed sensingGraph Neural Network | —Unverified | 0 |
| Visual Loop Closure Detection Through Deep Graph Consensus | May 27, 2025 | Computational EfficiencyGraph Neural Network | —Unverified | 0 |
| An Out-Of-Distribution Membership Inference Attack Approach for Cross-Domain Graph Attacks | May 26, 2025 | DiversityGraph Neural Network | —Unverified | 0 |
| GraphAU-Pain: Graph-based Action Unit Representation for Pain Intensity Estimation | May 26, 2025 | Graph Neural Network | —Unverified | 0 |
| Chordless Structure: A Pathway to Simple and Expressive GNNs | May 25, 2025 | Graph Neural Network | —Unverified | 0 |
| Chi-Square Wavelet Graph Neural Networks for Heterogeneous Graph Anomaly Detection | May 25, 2025 | Anomaly DetectionGraph Anomaly Detection | CodeCode Available | 0 |
| Graph-Supported Dynamic Algorithm Configuration for Multi-Objective Combinatorial Optimization | May 22, 2025 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 0 |
| Graph Neural Network-Based Collaborative Perception for Adaptive Scheduling in Distributed Systems | May 22, 2025 | Graph Neural NetworkScheduling | —Unverified | 0 |
| Joint Relational Database Generation via Graph-Conditional Diffusion Models | May 22, 2025 | Graph Neural NetworkImputation | —Unverified | 0 |
| STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization | May 22, 2025 | Combinatorial OptimizationComputational Efficiency | —Unverified | 0 |
| Manipulating Elasto-Plastic Objects With 3D Occupancy and Learning-Based Predictive Control | May 22, 2025 | Graph Neural Network | —Unverified | 0 |
| Graph Conditional Flow Matching for Relational Data Generation | May 21, 2025 | Graph Neural NetworkTabular Data Generation | CodeCode Available | 0 |
| SpectralGap: Graph-Level Out-of-Distribution Detection via Laplacian Eigenvalue Gaps | May 21, 2025 | Graph Neural NetworkOut-of-Distribution Detection | —Unverified | 0 |
| Physics-Guided Multi-View Graph Neural Network for Schizophrenia Classification via Structural-Functional Coupling | May 21, 2025 | Functional ConnectivityGraph Neural Network | —Unverified | 0 |
| Beyond Node Attention: Multi-Scale Harmonic Encoding for Feature-Wise Graph Message Passing | May 21, 2025 | Graph Neural NetworkNode Classification | —Unverified | 0 |
| Higher-order Structure Boosts Link Prediction on Temporal Graphs | May 21, 2025 | Dynamic Link PredictionGraph Learning | —Unverified | 0 |
| Leveraging Multivariate Long-Term History Representation for Time Series Forecasting | May 20, 2025 | Graph Neural NetworkTime Series | —Unverified | 0 |