| Deep Graph Matching Consensus | Jan 27, 2020 | Entity AlignmentGraph Matching | CodeCode Available | 1 | 5 |
| Global Attention based Graph Convolutional Neural Networks for Improved Materials Property Prediction | Mar 11, 2020 | Graph AttentionGraph Neural Network | CodeCode Available | 1 | 5 |
| Image Aesthetics Assessment Using Graph Attention Network | Jun 26, 2022 | Graph AttentionGraph Neural Network | CodeCode Available | 1 | 5 |
| Exploring Heterogeneity and Uncertainty for Graph-based Cognitive Diagnosis Models in Intelligent Education | Feb 15, 2024 | cognitive diagnosisGraph 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 |
| GMOCAT: A Graph-Enhanced Multi-Objective Method for Computerized Adaptive Testing | Oct 11, 2023 | DiversityGraph Neural Network | CodeCode Available | 1 | 5 |
| GNN3DMOT: Graph Neural Network for 3D Multi-Object Tracking with Multi-Feature Learning | Jun 12, 2020 | 3D Multi-Object TrackingGraph Neural Network | CodeCode Available | 1 | 5 |
| Deep Imitation Learning for Bimanual Robotic Manipulation | Oct 11, 2020 | Graph Neural NetworkImitation Learning | CodeCode Available | 1 | 5 |
| Deep Implicit Coordination Graphs for Multi-agent Reinforcement Learning | Jun 19, 2020 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| GNN4EEG: A Benchmark and Toolkit for Electroencephalography Classification with Graph Neural Network | Sep 27, 2023 | ClassificationEEG | CodeCode Available | 1 | 5 |
| GNN-DT: Graph Neural Network Enhanced Decision Transformer for Efficient Optimization in Dynamic Environments | Feb 3, 2025 | Efficient ExplorationGraph Neural Network | CodeCode Available | 1 | 5 |
| GNNDelete: A General Strategy for Unlearning in Graph Neural Networks | Feb 26, 2023 | Graph Neural Network | CodeCode Available | 1 | 5 |
| DeSCo: Towards Generalizable and Scalable Deep Subgraph Counting | Aug 16, 2023 | Graph Neural NetworkGraph Regression | CodeCode Available | 1 | 5 |
| GNNExplainer: Generating Explanations for Graph Neural Networks | Mar 10, 2019 | BIG-bench Machine LearningExplainable artificial intelligence | 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 |
| Automated Intracranial Artery Labeling using a Graph Neural Network and Hierarchical Refinement | Jul 11, 2020 | Graph Neural Network | 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 |
| PDP: A General Neural Framework for Learning Constraint Satisfaction Solvers | Mar 5, 2019 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis | Apr 16, 2021 | ClassificationEEG | CodeCode Available | 1 | 5 |
| GRAF: Graph Attention-aware Fusion Networks | Mar 29, 2023 | Graph AttentionGraph Neural Network | CodeCode Available | 1 | 5 |
| Physics-Assisted and Topology-Informed Deep Learning for Weather Prediction | May 8, 2025 | Deep LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Physics-aware Graph Neural Network for Accurate RNA 3D Structure Prediction | Oct 28, 2022 | Drug DiscoveryGraph Neural Network | 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 |
| GraghVQA: Language-Guided Graph Neural Networks for Graph-based Visual Question Answering | Apr 20, 2021 | Graph Neural NetworkGraph Question Answering | CodeCode Available | 1 | 5 |
| Grape: Knowledge Graph Enhanced Passage Reader for Open-domain Question Answering | Oct 6, 2022 | Entity EmbeddingsGraph Neural Network | CodeCode Available | 1 | 5 |
| Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network Model | Sep 5, 2021 | Community DetectionGraph Embedding | CodeCode Available | 1 | 5 |
| Graph WaveNet for Deep Spatial-Temporal Graph Modeling | May 31, 2019 | Graph Neural NetworkRelation | CodeCode Available | 1 | 5 |
| Graph Augmentation for Recommendation | Mar 25, 2024 | Contrastive LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Planning with Learned Object Importance in Large Problem Instances using Graph Neural Networks | Sep 11, 2020 | Graph Neural NetworkMotion Planning | CodeCode Available | 1 | 5 |
| DeepPanoContext: Panoramic 3D Scene Understanding with Holistic Scene Context Graph and Relation-based Optimization | Aug 24, 2021 | DiversityGraph Neural Network | CodeCode Available | 1 | 5 |
| Point-GNN: Graph Neural Network for 3D Object Detection in a Point Cloud | Mar 2, 2020 | 3D Object DetectionGraph Neural Network | CodeCode Available | 1 | 5 |
| PolyGNN: Polyhedron-based Graph Neural Network for 3D Building Reconstruction from Point Clouds | Jul 17, 2023 | Graph Neural NetworkNode Classification | CodeCode Available | 1 | 5 |
| DeepProtein: Deep Learning Library and Benchmark for Protein Sequence Learning | Oct 2, 2024 | Deep LearningDrug Discovery | CodeCode Available | 1 | 5 |
| Graph-based, Self-Supervised Program Repair from Diagnostic Feedback | May 20, 2020 | Code GenerationDiagnostic | 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 |
| Graph Colouring Meets Deep Learning: Effective Graph Neural Network Models for Combinatorial Problems | Mar 11, 2019 | Deep LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Power Flow Balancing with Decentralized Graph Neural Networks | Nov 3, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Powerformer: A Section-adaptive Transformer for Power Flow Adjustment | Jan 5, 2024 | Graph Neural Network | CodeCode Available | 1 | 5 |
| AI-accelerated Discovery of Altermagnetic Materials | Nov 8, 2023 | Graph Neural Network | CodeCode Available | 1 | 5 |
| DeepSphere: towards an equivariant graph-based spherical CNN | Apr 8, 2019 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Graph Convolution-Based Deep Reinforcement Learning for Multi-Agent Decision-Making in Mixed Traffic Environments | Jan 30, 2022 | Autonomous VehiclesDecision Making | CodeCode Available | 1 | 5 |
| Differentiable Graph Module (DGM) for Graph Convolutional Networks | Feb 11, 2020 | Disease PredictionGraph Neural Network | CodeCode Available | 1 | 5 |
| Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting | Jul 6, 2020 | Graph GenerationGraph Neural Network | CodeCode Available | 1 | 5 |
| Primal-Dual Mesh Convolutional Neural Networks | Oct 23, 2020 | ClusteringGraph Neural Network | CodeCode Available | 1 | 5 |
| deGraphCS: Embedding Variable-based Flow Graph for Neural Code Search | Mar 24, 2021 | Code SearchGraph 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 |
| Air Traffic Controller Workload Level Prediction using Conformalized Dynamical Graph Learning | Jul 20, 2023 | Conformal PredictionGraph Learning | CodeCode Available | 1 | 5 |
| PromSec: Prompt Optimization for Secure Generation of Functional Source Code with Large Language Models (LLMs) | Sep 19, 2024 | Code GenerationContrastive Learning | CodeCode Available | 1 | 5 |
| Pyramidal Reservoir Graph Neural Network | Apr 10, 2021 | Computational EfficiencyGraph Embedding | 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 |
