| On Vanishing Gradients, Over-Smoothing, and Over-Squashing in GNNs: Bridging Recurrent and Graph Learning | Feb 15, 2025 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Human-Centric Community Detection in Hybrid Metaverse Networks with Integrated AI Entities | Feb 15, 2025 | Community DetectionGraph Neural Network | —Unverified | 0 |
| A Distillation-based Future-aware Graph Neural Network for Stock Trend Prediction | Feb 15, 2025 | Graph Neural NetworkPrediction | —Unverified | 0 |
| To Bin or not to Bin: Alternative Representations of Mass Spectra | Feb 15, 2025 | DiversityGraph Neural Network | —Unverified | 0 |
| DICE: Device-level Integrated Circuits Encoder with Graph Contrastive Pretraining | Feb 13, 2025 | Contrastive LearningData Augmentation | CodeCode Available | 0 |
| Z-REx: Human-Interpretable GNN Explanations for Real Estate Recommendations | Feb 12, 2025 | AttributeGraph Neural Network | —Unverified | 0 |
| Self-Evaluation for Job-Shop Scheduling | Feb 12, 2025 | Combinatorial OptimizationDecision Making | —Unverified | 0 |
| Bridging Domain Adaptation and Graph Neural Networks: A Tensor-Based Framework for Effective Label Propagation | Feb 12, 2025 | Domain AdaptationGraph Classification | —Unverified | 0 |
| Data Pricing for Graph Neural Networks without Pre-purchased Inspection | Feb 12, 2025 | Graph Neural Network | —Unverified | 0 |
| Fast and Accurate Antibody Sequence Design via Structure Retrieval | Feb 11, 2025 | Graph Neural NetworkProtein Design | —Unverified | 0 |
| Scalable and Robust Physics-Informed Graph Neural Networks for Water Distribution Systems | Feb 11, 2025 | Graph Neural Network | CodeCode Available | 0 |
| Prompt-Driven Continual Graph Learning | Feb 10, 2025 | Continual LearningGraph Learning | CodeCode Available | 0 |
| NOMANet: A Graph Neural Network Enabled Power Allocation Scheme for NOMA | Feb 8, 2025 | Graph Neural Network | —Unverified | 0 |
| Graph Neural Network Enabled Pinching Antennas | Feb 8, 2025 | Computational EfficiencyGraph Attention | —Unverified | 0 |
| Transfer learning in Scalable Graph Neural Network for Improved Physical Simulation | Feb 7, 2025 | Graph Neural NetworkPhysical Simulations | —Unverified | 0 |
| Estimating Voltage Drop: Models, Features and Data Representation Towards a Neural Surrogate | Feb 7, 2025 | Graph Neural Network | —Unverified | 0 |
| Graph Contrastive Learning for Connectome Classification | Feb 7, 2025 | ClassificationContrastive Learning | CodeCode Available | 0 |
| Graph Neural Network-Driven Hierarchical Mining for Complex Imbalanced Data | Feb 6, 2025 | Graph Neural Network | —Unverified | 0 |
| SWIPTNet: A Unified Deep Learning Framework for SWIPT based on GNN and Transfer Learning | Feb 6, 2025 | Graph Neural NetworkTransfer Learning | —Unverified | 0 |
| Graph Neural Network Enabled Fluid Antenna Systems: A Two-Stage Approach | Feb 6, 2025 | Graph Neural Network | —Unverified | 0 |
| ICGNN: Graph Neural Network Enabled Scalable Beamforming for MISO Interference Channels | Feb 6, 2025 | Graph Neural NetworkTransfer Learning | —Unverified | 0 |
| Learning Semantics-aware Search Operators for Genetic Programming | Feb 6, 2025 | Graph Neural NetworkProgram Synthesis | —Unverified | 0 |
| Prediction of the Most Fire-Sensitive Point in Building Structures with Differentiable Agents for Thermal Simulators | Feb 5, 2025 | Graph Neural NetworkTransfer Learning | —Unverified | 0 |
| SpaceGNN: Multi-Space Graph Neural Network for Node Anomaly Detection with Extremely Limited Labels | Feb 5, 2025 | Anomaly DetectionData Augmentation | CodeCode Available | 1 |
| Transferring Graph Neural Networks for Soft Sensor Modeling using Process Topologies | Feb 5, 2025 | Graph Neural NetworkSensor Modeling | —Unverified | 0 |