| Advanced Graph-Based Deep Learning for Probabilistic Type Inference | Sep 13, 2020 | Deep LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network | Feb 22, 2020 | Aspect-Based Sentiment Analysis (ABSA)Classification | 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 incomplete factorization preconditioners for GMRES | Sep 12, 2024 | Graph Neural Networksubspace methods | CodeCode Available | 1 | 5 |
| FALCON: An ML Framework for Fully Automated Layout-Constrained Analog Circuit Design | May 28, 2025 | Graph 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 |
| Accelerating amorphous polymer electrolyte screening by learning to reduce errors in molecular dynamics simulated properties | Jan 13, 2021 | Graph Neural Network | 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 |
| Fine-tuning Graph Neural Networks by Preserving Graph Generative Patterns | Dec 21, 2023 | Graph ClassificationGraph Learning | CodeCode Available | 1 | 5 |
| Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element Networks | Mar 16, 2022 | Graph Neural NetworkInterpretability Techniques for Deep Learning | CodeCode Available | 1 | 5 |
| FBNETGEN: Task-aware GNN-based fMRI Analysis via Functional Brain Network Generation | May 25, 2022 | Graph Neural NetworkTime Series | 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 |
| Learning through structure: towards deep neuromorphic knowledge graph embeddings | Sep 21, 2021 | Graph EmbeddingGraph Learning | CodeCode Available | 1 | 5 |
| Learning to Compare Nodes in Branch and Bound with Graph Neural Networks | Oct 30, 2022 | Graph Neural Network | 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 |
| Finding the Law: Enhancing Statutory Article Retrieval via Graph Neural Networks | Jan 30, 2023 | Ad-Hoc Information RetrievalArticles | CodeCode Available | 1 | 5 |
| GREED: A Neural Framework for Learning Graph Distance Functions | Dec 24, 2021 | CPUGPU | 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 |
| Causal and Local Correlations Based Network for Multivariate Time Series Classification | Nov 27, 2024 | Graph Neural NetworkTime Series | CodeCode Available | 1 | 5 |
| Finding Money Launderers Using Heterogeneous Graph Neural Networks | Jul 25, 2023 | Graph Neural Network | CodeCode Available | 1 | 5 |
| A Neural Separation Algorithm for the Rounded Capacity Inequalities | Jun 29, 2023 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Financial time series forecasting with multi-modality graph neural network | Jan 1, 2022 | Graph Neural NetworkTime Series | CodeCode Available | 1 | 5 |
| GNN4EEG: A Benchmark and Toolkit for Electroencephalography Classification with Graph Neural Network | Sep 27, 2023 | ClassificationEEG | 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 |
| GeoBi-GNN: Geometry-aware Bi-domain Mesh Denoising via Graph Neural Networks | Mar 1, 2022 | DenoisingGraph Neural Network | 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 |
| FlowGNN: A Dataflow Architecture for Real-Time Workload-Agnostic Graph Neural Network Inference | Apr 27, 2022 | CPUDrug Discovery | CodeCode Available | 1 | 5 |
| Linear-Time Graph Neural Networks for Scalable Recommendations | Feb 21, 2024 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 | 5 |
| LIVABLE: Exploring Long-Tailed Classification of Software Vulnerability Types | Jun 12, 2023 | ClassificationGraph Neural Network | CodeCode Available | 1 | 5 |
| LL-GNN: Low Latency Graph Neural Networks on FPGAs for High Energy Physics | Sep 28, 2022 | GPUGraph Neural Network | CodeCode Available | 1 | 5 |
| COGMEN: COntextualized GNN based Multimodal Emotion recognitioN | May 5, 2022 | Emotion RecognitionEmotion Recognition in Conversation | 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 |
| Framework GNN-AID: Graph Neural Network Analysis Interpretation and Defense | May 6, 2025 | Graph Neural Network | CodeCode Available | 1 | 5 |
| LUNAR: Unifying Local Outlier Detection Methods via Graph Neural Networks | Dec 10, 2021 | Anomaly DetectionGraph Neural Network | 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 |
| Global Attention Improves Graph Networks Generalization | Jun 14, 2020 | Graph 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 |
| From Hypergraph Energy Functions to Hypergraph Neural Networks | Jun 16, 2023 | Bilevel OptimizationGraph Neural Network | 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 |
| Geodesic Graph Neural Network for Efficient Graph Representation Learning | Oct 6, 2022 | Graph ClassificationGraph 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 |
| GeNet: A Graph Neural Network-based Anti-noise Task-Oriented Semantic Communication Paradigm | Mar 27, 2024 | Data AugmentationDecoder | CodeCode Available | 1 | 5 |
