| Heterogeneous Graph Pre-training Based Model for Secure and Efficient Prediction of Default Risk Propagation among Bond Issuers | Jan 4, 2025 | AttributeGraph Neural Network | —Unverified | 0 |
| Graph-Embedded Structure-Aware Perceptual Hashing for Neural Network Protection and Piracy Detection | Jan 1, 2025 | Graph Neural Network | —Unverified | 0 |
| Multi-modal Topology-embedded Graph Learning for Spatially Resolved Genes Prediction from Pathology Images with Prior Gene Similarity Information | Jan 1, 2025 | Graph LearningGraph Neural Network | —Unverified | 0 |
| GraphI2P: Image-to-Point Cloud Registration with Exploring Pattern of Correspondence via Graph Learning | Jan 1, 2025 | Graph LearningGraph Neural Network | —Unverified | 0 |
| DVHGNN: Multi-Scale Dilated Vision HGNN for Efficient Vision Recognition | Jan 1, 2025 | graph constructionGraph Neural Network | —Unverified | 0 |
| Graph Neural Network Combining Event Stream and Periodic Aggregation for Low-Latency Event-based Vision | Jan 1, 2025 | Event-based visionGraph Neural Network | —Unverified | 0 |
| FastCHGNet: Training one Universal Interatomic Potential to 1.5 Hours with 32 GPUs | Dec 30, 2024 | GPUGraph Neural Network | —Unverified | 0 |
| Overcoming Class Imbalance: Unified GNN Learning with Structural and Semantic Connectivity Representations | Dec 30, 2024 | Graph LearningGraph Neural Network | —Unverified | 0 |
| ViDTA: Enhanced Drug-Target Affinity Prediction via Virtual Graph Nodes and Attention-based Feature Fusion | Dec 27, 2024 | Drug DiscoveryGraph Neural Network | —Unverified | 0 |
| ERGNN: Spectral Graph Neural Network With Explicitly-Optimized Rational Graph Filters | Dec 26, 2024 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Enhancing Federated Graph Learning via Adaptive Fusion of Structural and Node Characteristics | Dec 25, 2024 | Graph LearningGraph Neural Network | —Unverified | 0 |
| GIMS: Image Matching System Based on Adaptive Graph Construction and Graph Neural Network | Dec 24, 2024 | GPUgraph construction | CodeCode Available | 1 |
| Semi-supervised Credit Card Fraud Detection via Attribute-Driven Graph Representation | Dec 24, 2024 | AttributeFraud Detection | CodeCode Available | 3 |
| NoiseHGNN: Synthesized Similarity Graph-Based Neural Network For Noised Heterogeneous Graph Representation Learning | Dec 24, 2024 | Graph LearningGraph Neural Network | CodeCode Available | 0 |
| LASE: Learned Adjacency Spectral Embeddings | Dec 23, 2024 | Graph AttentionGraph Neural Network | CodeCode Available | 0 |
| Rethinking Cancer Gene Identification through Graph Anomaly Analysis | Dec 23, 2024 | Graph Neural Network | CodeCode Available | 0 |
| Distributed Cooperative Positioning in Dense Wireless Networks: A Neural Network Enhanced Fast Convergent Parametric Message Passing Method | Dec 22, 2024 | Graph Neural Network | —Unverified | 0 |
| Multi-atlas Ensemble Graph Neural Network Model For Major Depressive Disorder Detection Using Functional MRI Data | Dec 21, 2024 | DiagnosticGraph Neural Network | —Unverified | 0 |
| Towards Graph Foundation Models: Learning Generalities Across Graphs via Task-Trees | Dec 21, 2024 | Graph Neural NetworkIn-Context Learning | CodeCode Available | 0 |
| DCOR: Anomaly Detection in Attributed Networks via Dual Contrastive Learning Reconstruction | Dec 21, 2024 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| SGAC: A Graph Neural Network Framework for Imbalanced and Structure-Aware AMP Classification | Dec 20, 2024 | Contrastive LearningGraph Neural Network | —Unverified | 0 |
| Pre-training Graph Neural Networks on Molecules by Using Subgraph-Conditioned Graph Information Bottleneck | Dec 20, 2024 | Graph Neural NetworkSelf-Supervised Learning | CodeCode Available | 1 |
| Training Graph Neural Networks Using Non-Robust Samples | Dec 19, 2024 | Adversarial RobustnessGraph Neural Network | —Unverified | 0 |
| Graph-neural-network predictions of solid-state NMR parameters from spherical tensor decomposition | Dec 19, 2024 | Graph Neural NetworkTensor Decomposition | —Unverified | 0 |
| Investigating Relational State Abstraction in Collaborative MARL | Dec 19, 2024 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 0 |
| Graph Coarsening via Supervised Granular-Ball for Scalable Graph Neural Network Training | Dec 18, 2024 | Graph Neural Network | —Unverified | 0 |
| Spatio-Temporal Forecasting of PM2.5 via Spatial-Diffusion guided Encoder-Decoder Architecture | Dec 18, 2024 | DecoderGraph Neural Network | CodeCode Available | 0 |
| Enhancing Persona Classification in Dialogue Systems: A Graph Neural Network Approach | Dec 17, 2024 | ClassificationDialogue Understanding | —Unverified | 0 |
| Graph-Guided Textual Explanation Generation Framework | Dec 16, 2024 | Explanation GenerationGraph Neural Network | —Unverified | 0 |
| WaveGNN: Modeling Irregular Multivariate Time Series for Accurate Predictions | Dec 14, 2024 | AstronomyEpidemiology | —Unverified | 0 |
| Pretrained Event Classification Model for High Energy Physics Analysis | Dec 14, 2024 | ClassificationComputational Efficiency | —Unverified | 0 |
| A Hybrid Real-Time Framework for Efficient Fussell-Vesely Importance Evaluation Using Virtual Fault Trees and Graph Neural Networks | Dec 13, 2024 | Graph Neural Network | —Unverified | 0 |
| Brain-inspired Chaotic Graph Backpropagation for Large-scale Combinatorial Optimization | Dec 13, 2024 | Combinatorial OptimizationGraph Neural Network | —Unverified | 0 |
| Search Strategy Generation for Branch and Bound Using Genetic Programming | Dec 12, 2024 | Graph Neural Network | —Unverified | 0 |
| Opinion de-polarization of social networks with GNNs | Dec 12, 2024 | Graph Neural Network | —Unverified | 0 |
| TransferLight: Zero-Shot Traffic Signal Control on any Road-Network | Dec 12, 2024 | Graph Neural NetworkTraffic Signal Control | —Unverified | 0 |
| DistrictNet: Decision-aware learning for geographical districting | Dec 11, 2024 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 0 |
| GDSG: Graph Diffusion-based Solution Generator for Optimization Problems in MEC Networks | Dec 11, 2024 | Graph Neural Network | CodeCode Available | 1 |
| Cluster-Enhanced Federated Graph Neural Network for Recommendation | Dec 11, 2024 | Graph Neural NetworkPrivacy Preserving | —Unverified | 0 |
| GSM: A GNN-based Space-MIMO Framework for Direct-to-Cell Communications | Dec 10, 2024 | Graph Neural Network | —Unverified | 0 |
| Deep Learning-Enhanced Preconditioning for Efficient Conjugate Gradient Solvers in Large-Scale PDE Systems | Dec 10, 2024 | Computational EfficiencyGraph Neural Network | —Unverified | 0 |
| Stock Type Prediction Model Based on Hierarchical Graph Neural Network | Dec 9, 2024 | Graph Neural NetworkStock Prediction | —Unverified | 0 |
| MISFEAT: Feature Selection for Subgroups with Systematic Missing Data | Dec 9, 2024 | Data Integrationfeature selection | —Unverified | 0 |
| GL-Fusion: Rethinking the Combination of Graph Neural Network and Large Language model | Dec 8, 2024 | Graph Neural NetworkLanguage Modeling | —Unverified | 0 |
| Long-Term Auto-Regressive Prediction using Lightweight AI Models: Adams-Bashforth Time Integration with Adaptive Multi-Step Rollout | Dec 7, 2024 | Graph Neural Network | —Unverified | 0 |
| Fragmented Layer Grouping in GUI Designs Through Graph Learning Based on Multimodal Information | Dec 7, 2024 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Unifying Dual-Space Embedding for Entity Alignment via Contrastive Learning | Dec 6, 2024 | Contrastive LearningEntity Alignment | CodeCode Available | 0 |
| GABAR: Graph Attention-Based Action Ranking for Relational Policy Learning | Dec 6, 2024 | Graph AttentionGraph Neural Network | —Unverified | 0 |
| Graph-Sequential Alignment and Uniformity: Toward Enhanced Recommendation Systems | Dec 5, 2024 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 0 |
| Machine Theory of Mind for Autonomous Cyber-Defence | Dec 5, 2024 | Graph Neural Network | —Unverified | 0 |