| 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 |
| GraphI2P: Image-to-Point Cloud Registration with Exploring Pattern of Correspondence via Graph Learning | Jan 1, 2025 | Graph LearningGraph 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 |
| 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 |
| NoiseHGNN: Synthesized Similarity Graph-Based Neural Network For Noised Heterogeneous Graph Representation Learning | Dec 24, 2024 | Graph LearningGraph Neural Network | CodeCode Available | 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 |
| 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 |
| Investigating Relational State Abstraction in Collaborative MARL | Dec 19, 2024 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 0 |
| Graph-neural-network predictions of solid-state NMR parameters from spherical tensor decomposition | Dec 19, 2024 | Graph Neural NetworkTensor Decomposition | —Unverified | 0 |
| Training Graph Neural Networks Using Non-Robust Samples | Dec 19, 2024 | Adversarial RobustnessGraph Neural Network | —Unverified | 0 |