| 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 |
