| Enhance Information Propagation for Graph Neural Network by Heterogeneous Aggregations | Feb 8, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 | 5 |
| A Note on Over-Smoothing for Graph Neural Networks | Jun 23, 2020 | Graph Neural Network | CodeCode Available | 1 | 5 |
| EEG-Based Emotion Recognition Using Regularized Graph Neural Networks | Jul 18, 2019 | EEGEEG Emotion Recognition | CodeCode Available | 1 | 5 |
| GNN-Surrogate: A Hierarchical and Adaptive Graph Neural Network for Parameter Space Exploration of Unstructured-Mesh Ocean Simulations | Feb 18, 2022 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Edge Directionality Improves Learning on Heterophilic Graphs | May 17, 2023 | Graph Neural NetworkNode Classification | CodeCode Available | 1 | 5 |
| EEGNN: Edge Enhanced Graph Neural Network with a Bayesian Nonparametric Graph Model | Aug 12, 2022 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Earthquake Phase Association with Graph Neural Networks | Sep 15, 2022 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Dynamic Relevance Graph Network for Knowledge-Aware Question Answering | Sep 20, 2022 | Graph Neural NetworkQuestion Answering | 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 |
| 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 |
| Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters | Aug 19, 2020 | Anomaly DetectionFraud Detection | CodeCode Available | 1 | 5 |
| EspalomaCharge: Machine learning-enabled ultra-fast partial charge assignment | Feb 14, 2023 | Graph 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 |
| A Comprehensive Benchmark for RNA 3D Structure-Function Modeling | Mar 27, 2025 | BenchmarkingDeep Learning | CodeCode Available | 1 | 5 |
| DualGNN: Dual Graph Neural Network for Multimedia Recommendation | Dec 24, 2021 | Graph Neural NetworkMultimedia recommendation | CodeCode Available | 1 | 5 |
| Dorylus: Affordable, Scalable, and Accurate GNN Training with Distributed CPU Servers and Serverless Threads | May 24, 2021 | CPUGPU | CodeCode Available | 1 | 5 |
| DMNet: Delaunay Meshing Network for 3D Shape Representation | Jan 1, 2023 | 3D Shape RepresentationGraph Neural Network | CodeCode Available | 1 | 5 |
| Do Syntax Trees Help Pre-trained Transformers Extract Information? | Aug 20, 2020 | Graph Neural Networknamed-entity-recognition | CodeCode Available | 1 | 5 |
| Dual Intent Enhanced Graph Neural Network for Session-based New Item Recommendation | May 10, 2023 | Decision MakingGraph Neural Network | CodeCode Available | 1 | 5 |
| Mitigating Oversmoothing Through Reverse Process of GNNs for Heterophilic Graphs | Mar 11, 2024 | Graph Neural Network | CodeCode Available | 1 | 5 |
| PIGNet2: A Versatile Deep Learning-based Protein-Ligand Interaction Prediction Model for Binding Affinity Scoring and Virtual Screening | Jul 3, 2023 | Data AugmentationDrug Discovery | CodeCode Available | 1 | 5 |
| Automatic identification of segmentation errors for radiotherapy using geometric learning | Jun 27, 2022 | Graph Neural NetworkSelf-Supervised Learning | CodeCode Available | 1 | 5 |
| Distance-wise Prototypical Graph Neural Network in Node Imbalance Classification | Oct 22, 2021 | ClassificationGraph Neural Network | CodeCode Available | 1 | 5 |
| Distributed Nonlinear State Estimation in Electric Power Systems using Graph Neural Networks | Jul 23, 2022 | Graph Neural NetworkState Estimation | CodeCode Available | 1 | 5 |
| Applying Self-supervised Learning to Network Intrusion Detection for Network Flows with Graph Neural Network | Mar 3, 2024 | Binary ClassificationContrastive Learning | CodeCode Available | 1 | 5 |
| A generalized-template-based graph neural network for accurate organic reactivity prediction | Sep 15, 2022 | Chemical Reaction PredictionGraph Neural Network | CodeCode Available | 1 | 5 |
| A General Learning Framework for Open Ad Hoc Teamwork Using Graph-based Policy Learning | Oct 11, 2022 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Distinguish Confusing Law Articles for Legal Judgment Prediction | Apr 6, 2020 | ArticlesGraph Neural Network | CodeCode Available | 1 | 5 |
| BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation | Jun 21, 2021 | GPRGraph Neural Network | CodeCode Available | 1 | 5 |
| Distribution-Aware Graph Representation Learning for Transient Stability Assessment of Power System | May 12, 2022 | Binary ClassificationGraph Neural Network | CodeCode Available | 1 | 5 |
| Are Graph Neural Networks Optimal Approximation Algorithms? | Oct 1, 2023 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 | 5 |
| BAGEL: A Benchmark for Assessing Graph Neural Network Explanations | Jun 28, 2022 | BIG-bench Machine LearningGraph Classification | CodeCode Available | 1 | 5 |
| Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis | Apr 16, 2021 | ClassificationEEG | CodeCode Available | 1 | 5 |
| Basket Recommendation with Multi-Intent Translation Graph Neural Network | Oct 22, 2020 | Graph Neural NetworkRelation | CodeCode Available | 1 | 5 |
| Agent-based Graph Neural Networks | Jun 22, 2022 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 | 5 |
| Benchmarking Accuracy and Generalizability of Four Graph Neural Networks Using Large In Vitro ADME Datasets from Different Chemical Spaces | Nov 27, 2021 | BenchmarkingGraph Attention | CodeCode Available | 1 | 5 |
| 3D Infomax improves GNNs for Molecular Property Prediction | Oct 8, 2021 | Contrastive LearningGraph Learning | CodeCode Available | 1 | 5 |
| Dynamic Graph Neural Networks for Sequential Recommendation | Apr 15, 2021 | Graph AttentionGraph Neural Network | CodeCode Available | 1 | 5 |
| Bilinear Graph Neural Network with Neighbor Interactions | Feb 10, 2020 | General ClassificationGraph Neural Network | CodeCode Available | 1 | 5 |
| Binary Graph Neural Networks | Dec 31, 2020 | BinarizationGraph 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 |
| Edge Rewiring Goes Neural: Boosting Network Resilience without Rich Features | Oct 18, 2021 | Graph Neural Networkreinforcement-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 |
| 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 |
| BrainIB: Interpretable Brain Network-based Psychiatric Diagnosis with Graph Information Bottleneck | May 7, 2022 | DiagnosticFunctional Connectivity | CodeCode Available | 1 | 5 |
| Brain Graph Super-Resolution Using Adversarial Graph Neural Network with Application to Functional Brain Connectivity | May 2, 2021 | Graph EmbeddingGraph Neural Network | 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 |
| Automated Intracranial Artery Labeling using a Graph Neural Network and Hierarchical Refinement | Jul 11, 2020 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Beyond Clicks: Modeling Multi-Relational Item Graph for Session-Based Target Behavior Prediction | Feb 19, 2020 | Graph Neural NetworkPrediction | CodeCode Available | 1 | 5 |
