| Advanced Graph-Based Deep Learning for Probabilistic Type Inference | Sep 13, 2020 | Deep LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Exploring Multimodal Approaches for Alzheimer's Disease Detection Using Patient Speech Transcript and Audio Data | Jul 5, 2023 | Alzheimer's Disease DetectionContrastive Learning | CodeCode Available | 1 | 5 |
| BuildingNet: Learning to Label 3D Buildings | Oct 11, 2021 | 2k3D Building Mesh Labeling | CodeCode Available | 1 | 5 |
| Bundle Recommendation with Graph Convolutional Networks | May 7, 2020 | Decision MakingGraph Neural Network | CodeCode Available | 1 | 5 |
| CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion Detection | Mar 2, 2025 | FairnessGraph Attention | CodeCode Available | 1 | 5 |
| An Attentive Graph Agent for Topology-Adaptive Cyber Defence | Jan 24, 2025 | Graph AttentionGraph Neural Network | CodeCode Available | 1 | 5 |
| Can GNN be Good Adapter for LLMs? | Feb 20, 2024 | Graph Neural NetworkNode Classification | CodeCode Available | 1 | 5 |
| PyGim: An Efficient Graph Neural Network Library for Real Processing-In-Memory Architectures | Feb 26, 2024 | CPUGPU | CodeCode Available | 1 | 5 |
| An effective self-supervised framework for learning expressive molecular global representations to drug discovery | May 3, 2021 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 | 5 |
| Learning Reduced-Order Models for Cardiovascular Simulations with Graph Neural Networks | Mar 13, 2023 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Learning Articulated Rigid Body Dynamics with Lagrangian Graph Neural Network | Sep 23, 2022 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Learning rigid dynamics with face interaction graph networks | Dec 7, 2022 | Graph Neural Network | CodeCode Available | 1 | 5 |
| GNNBuilder: An Automated Framework for Generic Graph Neural Network Accelerator Generation, Simulation, and Optimization | Mar 29, 2023 | Code GenerationCPU | CodeCode Available | 1 | 5 |
| Fast Quantum Property Prediction via Deeper 2D and 3D Graph Networks | Jun 16, 2021 | Graph Neural NetworkMolecular Property Prediction | CodeCode Available | 1 | 5 |
| Learning Theorem Proving Components | Jul 21, 2021 | Automated Theorem ProvingGraph Neural Network | CodeCode Available | 1 | 5 |
| Learning through structure: towards deep neuromorphic knowledge graph embeddings | Sep 21, 2021 | Graph EmbeddingGraph Learning | CodeCode Available | 1 | 5 |
| Learning to Dispatch for Job Shop Scheduling via Deep Reinforcement Learning | Oct 23, 2020 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Learning to Drop: Robust Graph Neural Network via Topological Denoising | Nov 13, 2020 | DenoisingGraph Neural Network | CodeCode Available | 1 | 5 |
| Few-Shot Graph Learning for Molecular Property Prediction | Feb 16, 2021 | AttributeDrug Discovery | CodeCode Available | 1 | 5 |
| FedGraphNN: A Federated Learning System and Benchmark for Graph Neural Networks | Apr 14, 2021 | Federated LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Few-shot Relation Extraction via Bayesian Meta-learning on Relation Graphs | Jul 5, 2020 | Graph Neural NetworkMeta-Learning | CodeCode Available | 1 | 5 |
| Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport | Mar 20, 2022 | Graph ClassificationGraph Learning | CodeCode Available | 1 | 5 |
| GREED: A Neural Framework for Learning Graph Distance Functions | Dec 24, 2021 | CPUGPU | CodeCode Available | 1 | 5 |
| Few-Shot Transfer Learning for Device-Free Fingerprinting Indoor Localization | Jan 29, 2022 | Graph Neural NetworkIndoor Localization | CodeCode Available | 1 | 5 |
| Causal and Local Correlations Based Network for Multivariate Time Series Classification | Nov 27, 2024 | Graph Neural NetworkTime Series | CodeCode Available | 1 | 5 |
| Fine-tuning Graph Neural Networks by Preserving Graph Generative Patterns | Dec 21, 2023 | Graph ClassificationGraph Learning | CodeCode Available | 1 | 5 |
| A Neural Separation Algorithm for the Rounded Capacity Inequalities | Jun 29, 2023 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Finding Money Launderers Using Heterogeneous Graph Neural Networks | Jul 25, 2023 | Graph Neural Network | CodeCode Available | 1 | 5 |
| A New Graph Node Classification Benchmark: Learning Structure from Histology Cell Graphs | Nov 11, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Fragmented Layer Grouping in GUI Designs Through Graph Learning Based on Multimodal Information | Dec 7, 2024 | Graph LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Celcomen: spatial causal disentanglement for single-cell and tissue perturbation modeling | Sep 9, 2024 | counterfactualDisentanglement | CodeCode Available | 1 | 5 |
| Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learning | Nov 25, 2023 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 1 | 5 |
| Geodesic Graph Neural Network for Efficient Graph Representation Learning | Oct 6, 2022 | Graph ClassificationGraph Learning | CodeCode Available | 1 | 5 |
| LIVABLE: Exploring Long-Tailed Classification of Software Vulnerability Types | Jun 12, 2023 | ClassificationGraph Neural Network | CodeCode Available | 1 | 5 |
| FluxGAT: Integrating Flux Sampling with Graph Neural Networks for Unbiased Gene Essentiality Classification | Mar 27, 2024 | Graph Neural Network | CodeCode Available | 1 | 5 |
| FlowGNN: A Dataflow Architecture for Real-Time Workload-Agnostic Graph Neural Network Inference | Apr 27, 2022 | CPUDrug Discovery | CodeCode Available | 1 | 5 |
| FragNet: A Graph Neural Network for Molecular Property Prediction with Four Levels of Interpretability | Oct 16, 2024 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 | 5 |
| Framework GNN-AID: Graph Neural Network Analysis Interpretation and Defense | May 6, 2025 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Global Attention Improves Graph Networks Generalization | Jun 14, 2020 | Graph Neural Network | CodeCode Available | 1 | 5 |
| funcGNN: A Graph Neural Network Approach to Program Similarity | Jul 26, 2020 | Code SearchGraph Embedding | CodeCode Available | 1 | 5 |
| Challenging the Myth of Graph Collaborative Filtering: a Reasoned and Reproducibility-driven Analysis | Aug 1, 2023 | Collaborative FilteringGraph Neural Network | CodeCode Available | 1 | 5 |
| From Stars to Subgraphs: Uplifting Any GNN with Local Structure Awareness | Oct 7, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| MAGNET: Multi-Label Text Classification using Attention-based Graph Neural Network | Feb 24, 2020 | Document ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| MAGNN: Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding | Feb 5, 2020 | ClusteringDiversity | CodeCode Available | 1 | 5 |
| ChatGPT Informed Graph Neural Network for Stock Movement Prediction | May 28, 2023 | Graph Neural NetworkPrediction | CodeCode Available | 1 | 5 |
| ChebLieNet: Invariant Spectral Graph NNs Turned Equivariant by Riemannian Geometry on Lie Groups | Nov 23, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| CheckerPose: Progressive Dense Keypoint Localization for Object Pose Estimation with Graph Neural Network | Mar 29, 2023 | Graph Neural NetworkPose Estimation | CodeCode Available | 1 | 5 |
| COGMEN: COntextualized GNN based Multimodal Emotion recognitioN | May 5, 2022 | Emotion RecognitionEmotion Recognition in Conversation | CodeCode Available | 1 | 5 |
| Geometer: Graph Few-Shot Class-Incremental Learning via Prototype Representation | May 27, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| CodeCMR: Cross-Modal Retrieval For Function-Level Binary Source Code Matching | Dec 1, 2020 | Computer SecurityCross-Modal Retrieval | CodeCode Available | 1 | 5 |
