| DiRW: Path-Aware Digraph Learning for Heterophily | Oct 14, 2024 | Graph Neural NetworkRepresentation Learning | —Unverified | 0 |
| Deep Learning-driven Mobile Traffic Measurement Collection and Analysis | Oct 14, 2024 | Deep LearningGraph Neural Network | —Unverified | 0 |
| Arrhythmia Classification Using Graph Neural Networks Based on Correlation Matrix | Oct 14, 2024 | Graph Neural Network | —Unverified | 0 |
| Heterogeneous Graph Neural Network for Cooperative ISAC Beamforming in Cell-Free MIMO Systems | Oct 13, 2024 | Graph Neural NetworkIntegrated sensing and communication | —Unverified | 0 |
| Generalization of Compositional Tasks with Logical Specification via Implicit Planning | Oct 13, 2024 | Graph Neural NetworkReinforcement Learning (RL) | —Unverified | 0 |
| Graph Neural Alchemist: An innovative fully modular architecture for time series-to-graph classification | Oct 12, 2024 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| BANGS: Game-Theoretic Node Selection for Graph Self-Training | Oct 12, 2024 | Graph Neural Network | CodeCode Available | 0 |
| Enhancing GNNs with Architecture-Agnostic Graph Transformations: A Systematic Analysis | Oct 11, 2024 | Graph Neural Network | —Unverified | 0 |
| M^3-Impute: Mask-guided Representation Learning for Missing Value Imputation | Oct 11, 2024 | Feature CorrelationGraph Neural Network | CodeCode Available | 0 |
| Logic Error Localization in Student Programming Assignments Using Pseudocode and Graph Neural Networks | Oct 11, 2024 | DiagnosticGraph Neural Network | —Unverified | 0 |
| Generalizable Indoor Human Activity Recognition Method Based on Micro-Doppler Corner Point Cloud and Dynamic Graph Learning | Oct 10, 2024 | Activity RecognitionDecision Making | —Unverified | 0 |
| HeGraphAdapter: Tuning Multi-Modal Vision-Language Models with Heterogeneous Graph Adapter | Oct 10, 2024 | Graph Neural Network | —Unverified | 0 |
| DLGNet: Hyperedge Classification through Directed Line Graphs for Chemical Reactions | Oct 9, 2024 | Drug DiscoveryGraph Neural Network | —Unverified | 0 |
| Let's Ask GNN: Empowering Large Language Model for Graph In-Context Learning | Oct 9, 2024 | Graph Neural NetworkIn-Context Learning | —Unverified | 0 |
| Multi-Task Program Error Repair and Explanatory Diagnosis | Oct 9, 2024 | Graph Neural NetworkLanguage Modeling | —Unverified | 0 |
| A Hybrid Graph Neural Network for Enhanced EEG-Based Depression Detection | Oct 8, 2024 | Depression DetectionEEG | —Unverified | 0 |
| Physics-Informed GNN for non-linear constrained optimization: PINCO a solver for the AC-optimal power flow | Oct 7, 2024 | Graph Neural Network | —Unverified | 0 |
| Modeling Social Media Recommendation Impacts Using Academic Networks: A Graph Neural Network Approach | Oct 6, 2024 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 0 |
| Comparative Analysis of Multi-Omics Integration Using Advanced Graph Neural Networks for Cancer Classification | Oct 5, 2024 | Cancer ClassificationData Integration | CodeCode Available | 0 |
| Self-supervised Spatio-Temporal Graph Mask-Passing Attention Network for Perceptual Importance Prediction of Multi-point Tactility | Oct 4, 2024 | Graph Neural NetworkSelf-Supervised Learning | —Unverified | 0 |
| SynthFormer: Equivariant Pharmacophore-based Generation of Synthesizable Molecules for Ligand-Based Drug Design | Oct 3, 2024 | Drug DesignDrug Discovery | —Unverified | 0 |
| LLMCO2: Advancing Accurate Carbon Footprint Prediction for LLM Inferences | Oct 3, 2024 | GPUGraph Neural Network | —Unverified | 0 |
| Model-Based GNN Enabled Energy-Efficient Beamforming for Ultra-Dense Wireless Networks | Oct 3, 2024 | Graph Neural Network | —Unverified | 0 |
| Is uniform expressivity too restrictive? Towards efficient expressivity of graph neural networks | Oct 2, 2024 | Graph Neural Network | —Unverified | 0 |
| Towards Dynamic Graph Neural Networks with Provably High-Order Expressive Power | Oct 2, 2024 | Graph Neural Network | —Unverified | 0 |
| Scalable and Consistent Graph Neural Networks for Distributed Mesh-based Data-driven Modeling | Oct 2, 2024 | GPUGraph Neural Network | —Unverified | 0 |
| Explainable AI for Fraud Detection: An Attention-Based Ensemble of CNNs, GNNs, and A Confidence-Driven Gating Mechanism | Oct 1, 2024 | Fraud DetectionGraph Neural Network | —Unverified | 0 |
| Cross-Camera Data Association via GNN for Supervised Graph Clustering | Oct 1, 2024 | ClusteringGraph Clustering | CodeCode Available | 0 |
| DuoGNN: Topology-aware Graph Neural Network with Homophily and Heterophily Interaction-Decoupling | Sep 29, 2024 | Graph Neural NetworkNode Classification | CodeCode Available | 0 |
| Generalizability of Graph Neural Networks for Decentralized Unlabeled Motion Planning | Sep 29, 2024 | Collision AvoidanceGraph Neural Network | —Unverified | 0 |
| Evaluating Financial Relational Graphs: Interpretation Before Prediction | Sep 28, 2024 | Graph Neural NetworkPrediction | —Unverified | 0 |
| Review of Digital Asset Development with Graph Neural Network Unlearning | Sep 27, 2024 | Fraud DetectionGraph Neural Network | —Unverified | 0 |
| HardCore Generation: Generating Hard UNSAT Problems for Data Augmentation | Sep 27, 2024 | Data AugmentationGraph Neural Network | —Unverified | 0 |
| Causality-based Subject and Task Fingerprints using fMRI Time-series Data | Sep 26, 2024 | Graph Neural NetworkTime Series | —Unverified | 0 |
| On the Impact of Feature Heterophily on Link Prediction with Graph Neural Networks | Sep 26, 2024 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Hand-object reconstruction via interaction-aware graph attention mechanism | Sep 26, 2024 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| Erase then Rectify: A Training-Free Parameter Editing Approach for Cost-Effective Graph Unlearning | Sep 25, 2024 | Graph Neural Network | CodeCode Available | 0 |
| MotifDisco: Motif Causal Discovery For Time Series Motifs | Sep 23, 2024 | Anomaly DetectionCausal Discovery | —Unverified | 0 |
| Dumpling GNN: Hybrid GNN Enables Better ADC Payload Activity Prediction Based on Chemical Structure | Sep 23, 2024 | Activity PredictionDrug Discovery | —Unverified | 0 |
| Unveiling the Potential of Graph Neural Networks in SME Credit Risk Assessment | Sep 23, 2024 | Graph Neural NetworkRepresentation Learning | —Unverified | 0 |
| One Model, Any Conjunctive Query: Graph Neural Networks for Answering Complex Queries over Knowledge Graphs | Sep 21, 2024 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 0 |
| Graph Neural Network Framework for Sentiment Analysis Using Syntactic Feature | Sep 21, 2024 | Graph Neural NetworkOpinion Mining | —Unverified | 0 |
| A Generative Framework for Predictive Modeling of Multiple Chronic Conditions Using Graph Variational Autoencoder and Bandit-Optimized Graph Neural Network | Sep 20, 2024 | Graph Neural Network | —Unverified | 0 |
| Learning to Simulate Aerosol Dynamics with Graph Neural Networks | Sep 20, 2024 | Graph Neural Network | CodeCode Available | 0 |
| CF-GO-Net: A Universal Distribution Learner via Characteristic Function Networks with Graph Optimizers | Sep 19, 2024 | Graph Neural Network | —Unverified | 0 |
| Multi-View Adaptive Contrastive Learning for Information Retrieval Based Fault Localization | Sep 19, 2024 | Contrastive LearningFault localization | —Unverified | 0 |
| Cloudy with a Chance of Anomalies: Dynamic Graph Neural Network for Early Detection of Cloud Services' User Anomalies | Sep 19, 2024 | Anomaly DetectionGraph Embedding | CodeCode Available | 0 |
| World of Forms: Deformable Geometric Templates for One-Shot Surface Meshing in Coronary CT Angiography | Sep 18, 2024 | Graph Neural NetworkImage Segmentation | —Unverified | 0 |
| Graph Neural Network-State Predictive Information Bottleneck (GNN-SPIB) approach for learning molecular thermodynamics and kinetics | Sep 18, 2024 | Graph Neural Network | —Unverified | 0 |
| Can Graph Reordering Speed Up Graph Neural Network Training? An Experimental Study | Sep 17, 2024 | CPUGPU | CodeCode Available | 0 |