| Do Syntax Trees Help Pre-trained Transformers Extract Information? | Aug 20, 2020 | Graph Neural Networknamed-entity-recognition | CodeCode Available | 1 | 5 |
| Dynamic Graph Neural Networks for Sequential Recommendation | Apr 15, 2021 | Graph AttentionGraph Neural Network | CodeCode Available | 1 | 5 |
| Heterogeneous graph neural network for power allocation in multicarrier-division duplex cell-free massive MIMO systems | May 1, 2022 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Heterogeneous Graph Reasoning for Fact Checking over Texts and Tables | Feb 20, 2024 | Fact CheckingGraph Neural Network | CodeCode Available | 1 | 5 |
| Heterogeneous Molecular Graph Neural Networks for Predicting Molecule Properties | Sep 26, 2020 | Formation EnergyGraph Neural Network | CodeCode Available | 1 | 5 |
| GCNet: Graph Completion Network for Incomplete Multimodal Learning in Conversation | Mar 4, 2022 | Graph Neural Network | 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 |
| Drug–target affinity prediction using graph neural network and contact maps | Jun 1, 2020 | Drug DesignDrug Discovery | CodeCode Available | 1 | 5 |
| AMGNET: multi-scale graph neural networks for flow field prediction | Oct 13, 2022 | DecoderDeep Learning | CodeCode Available | 1 | 5 |
| Bilinear Graph Neural Network with Neighbor Interactions | Feb 10, 2020 | General ClassificationGraph Neural Network | CodeCode Available | 1 | 5 |
| A Microstructure-based Graph Neural Network for Accelerating Multiscale Simulations | Feb 20, 2024 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Binary Graph Neural Networks | Dec 31, 2020 | BinarizationGraph Neural Network | CodeCode Available | 1 | 5 |
| Dynamic Causal Explanation Based Diffusion-Variational Graph Neural Network for Spatio-temporal Forecasting | May 16, 2023 | graph constructionGraph Neural Network | CodeCode Available | 1 | 5 |
| BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational Pathology | Mar 26, 2025 | Explainable ModelsGraph Neural Network | CodeCode Available | 1 | 5 |
| Bipartite Graph Network with Adaptive Message Passing for Unbiased Scene Graph Generation | Apr 1, 2021 | Graph GenerationGraph Neural Network | CodeCode Available | 1 | 5 |
| GLAD: Content-aware Dynamic Graphs For Log Anomaly Detection | Sep 12, 2023 | Anomaly DetectionFew-Shot Learning | CodeCode Available | 1 | 5 |
| Bkd-FedGNN: A Benchmark for Classification Backdoor Attacks on Federated Graph Neural Network | Jun 17, 2023 | Backdoor AttackFederated Learning | CodeCode Available | 1 | 5 |
| Dynamic Relevance Graph Network for Knowledge-Aware Question Answering | Sep 20, 2022 | Graph Neural NetworkQuestion Answering | CodeCode Available | 1 | 5 |
| Earthquake Phase Association with Graph Neural Networks | Sep 15, 2022 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Hierarchical Representations and Explicit Memory: Learning Effective Navigation Policies on 3D Scene Graphs using Graph Neural Networks | Aug 2, 2021 | 2D Semantic SegmentationGraph Neural Network | CodeCode Available | 1 | 5 |
| Edge Directionality Improves Learning on Heterophilic Graphs | May 17, 2023 | Graph Neural NetworkNode Classification | CodeCode Available | 1 | 5 |
| EchoGLAD: Hierarchical Graph Neural Networks for Left Ventricle Landmark Detection on Echocardiograms | Jul 23, 2023 | Graph Neural NetworkGraph Representation Learning | CodeCode Available | 1 | 5 |
| BonDNet: a graph neural network for the prediction of bond dissociation energies for charged molecules | Dec 8, 2020 | Graph Neural NetworkQuantum Chemistry Regression | CodeCode Available | 1 | 5 |
| Abstractive Summarization Guided by Latent Hierarchical Document Structure | Nov 17, 2022 | Abstractive Text SummarizationDecoder | CodeCode Available | 1 | 5 |
| EEG-Based Emotion Recognition Using Regularized Graph Neural Networks | Jul 18, 2019 | EEGEEG Emotion Recognition | CodeCode Available | 1 | 5 |
| Efficient Heterogeneous Graph Learning via Random Projection | Oct 23, 2023 | Graph LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Holistic 3D Scene Understanding from a Single Image with Implicit Representation | Mar 11, 2021 | 3D Object Detection3D Shape Reconstruction | CodeCode Available | 1 | 5 |
| Efficient and Accurate Physics-aware Multiplex Graph Neural Networks for 3D Small Molecules and Macromolecule Complexes | Jun 6, 2022 | Graph Neural NetworkMolecular Property Prediction | CodeCode Available | 1 | 5 |
| How Powerful are Spectral Graph Neural Networks | May 23, 2022 | Graph Neural Network | CodeCode Available | 1 | 5 |
| HRGCN: Heterogeneous Graph-level Anomaly Detection with Hierarchical Relation-augmented Graph Neural Networks | Aug 28, 2023 | Anomaly DetectionGraph 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 |
| BrainIB: Interpretable Brain Network-based Psychiatric Diagnosis with Graph Information Bottleneck | May 7, 2022 | DiagnosticFunctional Connectivity | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Efficient Tuning and Inference for Large Language Models on Textual Graphs | Jan 28, 2024 | ArticlesGraph Neural Network | CodeCode Available | 1 | 5 |
| ADMET property prediction through combinations of molecular fingerprints | Sep 29, 2023 | Graph Neural NetworkPrediction | CodeCode Available | 1 | 5 |
| BrainNNExplainer: An Interpretable Graph Neural Network Framework for Brain Network based Disease Analysis | Jul 11, 2021 | Disease PredictionGraph Neural Network | CodeCode Available | 1 | 5 |
| EGR: Equivariant Graph Refinement and Assessment of 3D Protein Complex Structures | May 20, 2022 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 | 5 |
| Emerging Drug Interaction Prediction Enabled by Flow-based Graph Neural Network with Biomedical Network | Nov 15, 2023 | Graph Neural Network | CodeCode Available | 1 | 5 |
| ENERO: Efficient Real-Time WAN Routing Optimization with Deep Reinforcement Learning | Sep 22, 2021 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| EpiGNN: Exploring Spatial Transmission with Graph Neural Network for Regional Epidemic Forecasting | Aug 23, 2022 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Enhance Information Propagation for Graph Neural Network by Heterogeneous Aggregations | Feb 8, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 | 5 |
| Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting | Jun 16, 2020 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 | 5 |
| Inability of a graph neural network heuristic to outperform greedy algorithms in solving combinatorial optimization problems like Max-Cut | Oct 2, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 | 5 |
| Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters | Aug 19, 2020 | Anomaly DetectionFraud Detection | CodeCode Available | 1 | 5 |
| Inductive Graph Neural Networks for Spatiotemporal Kriging | Jun 13, 2020 | Graph Neural NetworkTime Series | CodeCode Available | 1 | 5 |
| Inductive Matrix Completion Based on Graph Neural Networks | Apr 26, 2019 | Graph Neural NetworkMatrix Completion | CodeCode Available | 1 | 5 |
| Framework GNN-AID: Graph Neural Network Analysis Interpretation and Defense | May 6, 2025 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Equivariant Point Cloud Analysis via Learning Orientations for Message Passing | Mar 28, 2022 | Graph Neural Network | CodeCode Available | 1 | 5 |
| BUAA_BIGSCity: Spatial-Temporal Graph Neural Network for Wind Power Forecasting in Baidu KDD CUP 2022 | Feb 22, 2023 | Graph 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 |
