| Generating 3D Molecules for Target Protein Binding | Apr 19, 2022 | Drug DiscoveryGraph Neural Network | CodeCode Available | 2 |
| 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 |
| 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 |