| RIGNO: A Graph-based framework for robust and accurate operator learning for PDEs on arbitrary domains | Jan 31, 2025 | DiversityGraph Neural Network | CodeCode Available | 1 |
| A Cartesian Encoding Graph Neural Network for Crystal Structures Property Prediction: Application to Thermal Ellipsoid Estimation | Jan 30, 2025 | ADP PredictionBand Gap | CodeCode Available | 1 |
| Distributionally Robust Graph Out-of-Distribution Recommendation via Diffusion Model | Jan 26, 2025 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
| An Attentive Graph Agent for Topology-Adaptive Cyber Defence | Jan 24, 2025 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| GRAPPA - A Hybrid Graph Neural Network for Predicting Pure Component Vapor Pressures | Jan 15, 2025 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| CrystalGRW: Generative Modeling of Crystal Structures with Targeted Properties via Geodesic Random Walks | Jan 15, 2025 | Graph Neural Network | CodeCode Available | 1 |
| GIMS: Image Matching System Based on Adaptive Graph Construction and Graph Neural Network | Dec 24, 2024 | GPUgraph construction | CodeCode Available | 1 |
| 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 |
| GDSG: Graph Diffusion-based Solution Generator for Optimization Problems in MEC Networks | Dec 11, 2024 | Graph Neural Network | CodeCode Available | 1 |
| Fragmented Layer Grouping in GUI Designs Through Graph Learning Based on Multimodal Information | Dec 7, 2024 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| SDR-GNN: Spectral Domain Reconstruction Graph Neural Network for Incomplete Multimodal Learning in Conversational Emotion Recognition | Nov 29, 2024 | Emotion RecognitionGraph Neural Network | CodeCode Available | 1 |
| PerLA: Perceptive 3D Language Assistant | Nov 29, 2024 | Dense CaptioningGraph Neural Network | CodeCode Available | 1 |
| Causal and Local Correlations Based Network for Multivariate Time Series Classification | Nov 27, 2024 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| Lie-Equivariant Quantum Graph Neural Networks | Nov 22, 2024 | Binary ClassificationGraph Neural Network | CodeCode Available | 1 |
| TESGNN: Temporal Equivariant Scene Graph Neural Networks for Efficient and Robust Multi-View 3D Scene Understanding | Nov 15, 2024 | Graph MatchingGraph Neural Network | CodeCode Available | 1 |
| Privacy-Preserving Graph-Based Machine Learning with Fully Homomorphic Encryption for Collaborative Anti-Money Laundering | Nov 5, 2024 | Computational EfficiencyGraph Neural Network | CodeCode Available | 1 |
| Spiking Graph Neural Network on Riemannian Manifolds | Oct 23, 2024 | Graph Neural Network | CodeCode Available | 1 |
| GALA: Graph Diffusion-based Alignment with Jigsaw for Source-free Domain Adaptation | Oct 22, 2024 | Domain AdaptationGRAPH DOMAIN ADAPTATION | CodeCode Available | 1 |
| FragNet: A Graph Neural Network for Molecular Property Prediction with Four Levels of Interpretability | Oct 16, 2024 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting | Oct 16, 2024 | Graph Neural NetworkSpatio-Temporal Forecasting | CodeCode Available | 1 |
| Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with Graphs | Oct 14, 2024 | Graph Neural NetworkRAG | CodeCode Available | 1 |
| Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting Approach | Oct 14, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Equi-GSPR: Equivariant SE(3) Graph Network Model for Sparse Point Cloud Registration | Oct 8, 2024 | Graph Neural NetworkPoint Cloud Registration | CodeCode Available | 1 |
| UnSeGArmaNet: Unsupervised Image Segmentation using Graph Neural Networks with Convolutional ARMA Filters | Oct 8, 2024 | Graph Neural NetworkImage Segmentation | CodeCode Available | 1 |
| Improving Temporal Link Prediction via Temporal Walk Matrix Projection | Oct 5, 2024 | Computational EfficiencyGraph Neural Network | CodeCode Available | 1 |
