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| TGL: A General Framework for Temporal GNN Training on Billion-Scale Graphs | Mar 28, 2022 | CPUGPU | CodeCode Available | 2 |
| OcclusionFusion: Occlusion-aware Motion Estimation for Real-time Dynamic 3D Reconstruction | Mar 15, 2022 | 3D ReconstructionGraph Neural Network | CodeCode Available | 2 |
| Graph Neural Networks for Multimodal Single-Cell Data Integration | Mar 3, 2022 | Data IntegrationGraph Neural Network | CodeCode Available | 2 |
| Graph4Rec: A Universal Toolkit with Graph Neural Networks for Recommender Systems | Dec 2, 2021 | graph constructionGraph Neural Network | CodeCode Available | 2 |
| Rotation Invariant Graph Neural Networks using Spin Convolutions | Jun 17, 2021 | Graph Neural NetworkInitial Structure to Relaxed Energy (IS2RE) | CodeCode Available | 2 |
| The Open Catalyst 2020 (OC20) Dataset and Community Challenges | Oct 20, 2020 | 3D Pose EstimationGraph Neural Network | CodeCode Available | 2 |
| Graph Structure Learning for Robust Graph Neural Networks | May 20, 2020 | Graph Neural NetworkGraph structure learning | CodeCode Available | 2 |
| Generative Modeling of Full-Atom Protein Conformations using Latent Diffusion on Graph Embeddings | Jun 20, 2025 | Graph Neural Network | CodeCode Available | 1 |
| Refining music sample identification with a self-supervised graph neural network | Jun 17, 2025 | Contrastive LearningGraph Neural Network | CodeCode Available | 1 |
| FALCON: An ML Framework for Fully Automated Layout-Constrained Analog Circuit Design | May 28, 2025 | Graph Neural Network | CodeCode Available | 1 |
| WaveGuard: Robust Deepfake Detection and Source Tracing via Dual-Tree Complex Wavelet and Graph Neural Networks | May 13, 2025 | DeepFake DetectionFace Swapping | CodeCode Available | 1 |
| Physics-Assisted and Topology-Informed Deep Learning for Weather Prediction | May 8, 2025 | Deep LearningGraph Neural Network | CodeCode Available | 1 |
| Framework GNN-AID: Graph Neural Network Analysis Interpretation and Defense | May 6, 2025 | Graph Neural Network | CodeCode Available | 1 |
| SuperEIO: Self-Supervised Event Feature Learning for Event Inertial Odometry | Mar 29, 2025 | Graph Neural NetworkLow-latency processing | CodeCode Available | 1 |
| A Comprehensive Benchmark for RNA 3D Structure-Function Modeling | Mar 27, 2025 | BenchmarkingDeep Learning | CodeCode Available | 1 |
| BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational Pathology | Mar 26, 2025 | Explainable ModelsGraph Neural Network | CodeCode Available | 1 |
| InversionGNN: A Dual Path Network for Multi-Property Molecular Optimization | Mar 3, 2025 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion Detection | Mar 2, 2025 | FairnessGraph Attention | CodeCode Available | 1 |
| A2-GNN: Angle-Annular GNN for Visual Descriptor-free Camera Relocalization | Feb 27, 2025 | Camera RelocalizationGraph Neural Network | CodeCode Available | 1 |
| SE(3)-Equivariant Ternary Complex Prediction Towards Target Protein Degradation | Feb 26, 2025 | Blind DockingDecoder | CodeCode Available | 1 |
| Pre-training Graph Neural Networks on Molecules by Using Subgraph-Conditioned Graph Information Bottleneck | Feb 20, 2025 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| SpaceGNN: Multi-Space Graph Neural Network for Node Anomaly Detection with Extremely Limited Labels | Feb 5, 2025 | Anomaly DetectionData Augmentation | CodeCode Available | 1 |
| GNN-DT: Graph Neural Network Enhanced Decision Transformer for Efficient Optimization in Dynamic Environments | Feb 3, 2025 | Efficient ExplorationGraph Neural Network | CodeCode Available | 1 |
| UniGraph2: Learning a Unified Embedding Space to Bind Multimodal Graphs | Feb 2, 2025 | Graph Neural NetworkMixture-of-Experts | CodeCode Available | 1 |