| Graph Neural Networks Approach for Joint Wireless Power Control and Spectrum Allocation | Jun 3, 2024 | Graph Neural NetworkManagement | CodeCode Available | 1 |
| Graph Neural Network Enhanced Retrieval for Question Answering of LLMs | Jun 3, 2024 | Graph Neural NetworkLanguage Modelling | —Unverified | 0 |
| In-Context Learning of Physical Properties: Few-Shot Adaptation to Out-of-Distribution Molecular Graphs | Jun 3, 2024 | Graph Neural NetworkIn-Context Learning | —Unverified | 0 |
| Equivariant Machine Learning on Graphs with Nonlinear Spectral Filters | Jun 3, 2024 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| Continuous Geometry-Aware Graph Diffusion via Hyperbolic Neural PDE | Jun 3, 2024 | Graph Neural NetworkImage-text Classification | —Unverified | 0 |
| Know Your Neighborhood: General and Zero-Shot Capable Binary Function Search Powered by Call Graphlets | Jun 2, 2024 | Graph Neural NetworkGraph Representation Learning | CodeCode Available | 0 |
| Graph Neural Network Training Systems: A Performance Comparison of Full-Graph and Mini-Batch | Jun 1, 2024 | Graph Neural Network | —Unverified | 0 |
| Predicting solvation free energies with an implicit solvent machine learning potential | May 31, 2024 | Drug DesignGraph Neural Network | CodeCode Available | 0 |
| SelfGNN: Self-Supervised Graph Neural Networks for Sequential Recommendation | May 31, 2024 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 2 |
| Unsupervised Mutual Learning of Dialogue Discourse Parsing and Topic Segmentation | May 30, 2024 | Discourse ParsingGraph Neural Network | CodeCode Available | 0 |
| Few-shot fault diagnosis based on multi-scale graph convolution filtering for industry | May 30, 2024 | Fault DiagnosisFew-Shot Learning | —Unverified | 0 |
| LSPI: Heterogeneous Graph Neural Network Classification Aggregation Algorithm Based on Size Neighbor Path Identification | May 29, 2024 | Graph Neural Network | CodeCode Available | 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 |
| Spatio-Spectral Graph Neural Networks | May 29, 2024 | GPUGraph Classification | CodeCode Available | 1 |
| SIG: Efficient Self-Interpretable Graph Neural Network for Continuous-time Dynamic Graphs | May 29, 2024 | Causal InferenceGraph Neural Network | CodeCode Available | 0 |
| Multiscale Spatio-Temporal Enhanced Short-term Load Forecasting of Electric Vehicle Charging Stations | May 29, 2024 | Graph Neural NetworkLoad Forecasting | —Unverified | 0 |
| A Vlogger-augmented Graph Neural Network Model for Micro-video Recommendation | May 28, 2024 | Contrastive LearningGraph Neural Network | CodeCode Available | 0 |
| Rethinking Pruning for Backdoor Mitigation: An Optimization Perspective | May 28, 2024 | backdoor defenseGraph Neural Network | —Unverified | 0 |
| SmoothGNN: Smoothing-aware GNN for Unsupervised Node Anomaly Detection | May 27, 2024 | Anomaly DetectionGraph Learning | —Unverified | 0 |
| Survey of Graph Neural Network for Internet of Things and NextG Networks | May 27, 2024 | Graph Neural NetworkIntrusion Detection | —Unverified | 0 |
| R-ODE: Ricci Curvature Tells When You Will be Informed | May 27, 2024 | BlockingGraph Neural Network | —Unverified | 0 |
| Graph Neural Networks on Quantum Computers | May 27, 2024 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| Enhancing Sustainable Urban Mobility Prediction with Telecom Data: A Spatio-Temporal Framework Approach | May 26, 2024 | Graph Neural NetworkManagement | CodeCode Available | 0 |
| Node Identifiers: Compact, Discrete Representations for Efficient Graph Learning | May 26, 2024 | Computational EfficiencyGraph Classification | CodeCode Available | 1 |
| Differentiable Cluster Graph Neural Network | May 25, 2024 | ClusteringGraph Neural Network | —Unverified | 0 |
| MeMo: Meaningful, Modular Controllers via Noise Injection | May 24, 2024 | Graph Neural Network | —Unverified | 0 |
| Cardinality Estimation on Hyper-relational Knowledge Graphs | May 24, 2024 | Graph Neural NetworkKnowledge Graphs | —Unverified | 0 |
| SATSense: Multi-Satellite Collaborative Framework for Spectrum Sensing | May 24, 2024 | Contrastive LearningData Compression | —Unverified | 0 |
| DFGNN: Dual-frequency Graph Neural Network for Sign-aware Feedback | May 24, 2024 | Graph Neural NetworkRecommendation Systems | —Unverified | 0 |
| Learning from Linear Algebra: A Graph Neural Network Approach to Preconditioner Design for Conjugate Gradient Solvers | May 24, 2024 | Graph Neural Network | —Unverified | 0 |
| Floor-Plan-aided Indoor Localization: Zero-Shot Learning Framework, Data Sets, and Prototype | May 22, 2024 | Graph Neural NetworkIndoor Localization | CodeCode Available | 0 |
| Bond Graphs for multi-physics informed Neural Networks for multi-variate time series | May 22, 2024 | Graph Neural NetworkInductive Bias | —Unverified | 0 |
| Rethinking and Accelerating Graph Condensation: A Training-Free Approach with Class Partition | May 22, 2024 | Graph Neural Network | CodeCode Available | 0 |
| LOGIN: A Large Language Model Consulted Graph Neural Network Training Framework | May 22, 2024 | Graph Neural NetworkLanguage Modeling | CodeCode Available | 0 |
| Rumor Detection on Social Media with Reinforcement Learning-based Key Propagation Graph Generator | May 21, 2024 | Data AugmentationGraph Neural Network | —Unverified | 0 |
| Presentations are not always linear! GNN meets LLM for Document-to-Presentation Transformation with Attribution | May 21, 2024 | Graph Neural NetworkHallucination | —Unverified | 0 |
| Equivariant Spatio-Temporal Attentive Graph Networks to Simulate Physical Dynamics | May 21, 2024 | Graph Neural Network | CodeCode Available | 1 |
| How Universal Polynomial Bases Enhance Spectral Graph Neural Networks: Heterophily, Over-smoothing, and Over-squashing | May 21, 2024 | Graph Neural Network | CodeCode Available | 0 |
| Conditional Shift-Robust Conformal Prediction for Graph Neural Network | May 20, 2024 | Conformal PredictionGraph Neural Network | —Unverified | 0 |
| DSAM: A Deep Learning Framework for Analyzing Temporal and Spatial Dynamics in Brain Networks | May 19, 2024 | Functional ConnectivityGraph Neural Network | —Unverified | 0 |
| Knowledge Graph Pruning for Recommendation | May 19, 2024 | Graph Neural Network | —Unverified | 0 |
| GraSS: Combining Graph Neural Networks with Expert Knowledge for SAT Solver Selection | May 17, 2024 | Graph Neural Network | —Unverified | 0 |
| Harnessing Collective Structure Knowledge in Data Augmentation for Graph Neural Networks | May 17, 2024 | Anomaly DetectionData Augmentation | CodeCode Available | 0 |
| Multi-Evidence based Fact Verification via A Confidential Graph Neural Network | May 17, 2024 | Fact VerificationGraph Attention | CodeCode Available | 0 |
| Hi-GMAE: Hierarchical Graph Masked Autoencoders | May 17, 2024 | Graph Neural NetworkSelf-Supervised Learning | CodeCode Available | 1 |
| Physics-Informed Heterogeneous Graph Neural Networks for DC Blocker Placement | May 16, 2024 | BlockingGraph Neural Network | CodeCode Available | 0 |
| Higher-order Spatio-temporal Physics-incorporated Graph Neural Network for Multivariate Time Series Imputation | May 16, 2024 | Graph Neural NetworkImputation | CodeCode Available | 1 |
| Deep Learning in Earthquake Engineering: A Comprehensive Review | May 15, 2024 | Deep LearningDimensionality Reduction | —Unverified | 0 |
| Graph Neural Network based Handwritten Trajectories Recognition | May 15, 2024 | Graph Neural NetworkHandwriting Recognition | —Unverified | 0 |
| Learning Coarse-Grained Dynamics on Graph | May 15, 2024 | 2kGraph Neural Network | —Unverified | 0 |