| Local Off-Grid Weather Forecasting with Multi-Modal Earth Observation Data | Oct 16, 2024 | Decision MakingEarth Observation | CodeCode Available | 2 |
| Gradformer: Graph Transformer with Exponential Decay | Apr 24, 2024 | Graph ClassificationGraph Neural Network | CodeCode Available | 2 |
| LightGNN: Simple Graph Neural Network for Recommendation | Jan 6, 2025 | Computational EfficiencyGraph Neural Network | CodeCode Available | 2 |
| Heterogeneous Multi-Robot Reinforcement Learning | Jan 17, 2023 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 2 |
| Relational Graph Transformer | May 16, 2025 | Graph Neural Network | CodeCode Available | 2 |
| Pareto Actor-Critic for Equilibrium Selection in Multi-Agent Reinforcement Learning | Sep 28, 2022 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 2 |
| FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective | Nov 10, 2023 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 2 |
| ASGEA: Exploiting Logic Rules from Align-Subgraphs for Entity Alignment | Feb 16, 2024 | Entity AlignmentGraph Neural Network | CodeCode Available | 2 |
| ACE-HGNN: Adaptive Curvature Exploration Hyperbolic Graph Neural Network | Oct 15, 2021 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| ChebLieNet: Invariant Spectral Graph NNs Turned Equivariant by Riemannian Geometry on Lie Groups | Nov 23, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learning | Nov 25, 2023 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 1 |
| CheckerPose: Progressive Dense Keypoint Localization for Object Pose Estimation with Graph Neural Network | Mar 29, 2023 | Graph Neural NetworkPose Estimation | CodeCode Available | 1 |
| Celcomen: spatial causal disentanglement for single-cell and tissue perturbation modeling | Sep 9, 2024 | counterfactualDisentanglement | CodeCode Available | 1 |
| Accelerating amorphous polymer electrolyte screening by learning to reduce errors in molecular dynamics simulated properties | Jan 13, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Challenging the Myth of Graph Collaborative Filtering: a Reasoned and Reproducibility-driven Analysis | Aug 1, 2023 | Collaborative FilteringGraph Neural Network | CodeCode Available | 1 |
| PyGim: An Efficient Graph Neural Network Library for Real Processing-In-Memory Architectures | Feb 26, 2024 | CPUGPU | CodeCode Available | 1 |
| Causal and Local Correlations Based Network for Multivariate Time Series Classification | Nov 27, 2024 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| ChatGPT Informed Graph Neural Network for Stock Movement Prediction | May 28, 2023 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| Chickenpox Cases in Hungary: a Benchmark Dataset for Spatiotemporal Signal Processing with Graph Neural Networks | Feb 16, 2021 | BIG-bench Machine LearningGraph Neural Network | CodeCode Available | 1 |
| BuildingNet: Learning to Label 3D Buildings | Oct 11, 2021 | 2k3D Building Mesh Labeling | CodeCode Available | 1 |
| 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 |
| Bundle Recommendation with Graph Convolutional Networks | May 7, 2020 | Decision MakingGraph Neural Network | CodeCode Available | 1 |
| Abstractive Summarization Guided by Latent Hierarchical Document Structure | Nov 17, 2022 | Abstractive Text SummarizationDecoder | CodeCode Available | 1 |
| GLAD: Content-aware Dynamic Graphs For Log Anomaly Detection | Sep 12, 2023 | Anomaly DetectionFew-Shot Learning | CodeCode Available | 1 |
| 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 |
| CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion Detection | Mar 2, 2025 | FairnessGraph Attention | CodeCode Available | 1 |
| 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 |
| 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 |
| BrainIB: Interpretable Brain Network-based Psychiatric Diagnosis with Graph Information Bottleneck | May 7, 2022 | DiagnosticFunctional Connectivity | CodeCode Available | 1 |
| BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational Pathology | Mar 26, 2025 | Explainable ModelsGraph Neural Network | CodeCode Available | 1 |
| Bilinear Graph Neural Network with Neighbor Interactions | Feb 10, 2020 | General ClassificationGraph Neural Network | CodeCode Available | 1 |
| Bipartite Graph Network with Adaptive Message Passing for Unbiased Scene Graph Generation | Apr 1, 2021 | Graph GenerationGraph Neural Network | CodeCode Available | 1 |
| BrainNNExplainer: An Interpretable Graph Neural Network Framework for Brain Network based Disease Analysis | Jul 11, 2021 | Disease PredictionGraph Neural Network | CodeCode Available | 1 |
| Can GNN be Good Adapter for LLMs? | Feb 20, 2024 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| CI-GNN: A Granger Causality-Inspired Graph Neural Network for Interpretable Brain Network-Based Psychiatric Diagnosis | Jan 4, 2023 | Functional ConnectivityGraph Neural Network | CodeCode Available | 1 |
| BAGEL: A Benchmark for Assessing Graph Neural Network Explanations | Jun 28, 2022 | BIG-bench Machine LearningGraph Classification | CodeCode Available | 1 |
| ADMET property prediction through combinations of molecular fingerprints | Sep 29, 2023 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| 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 |
| Basket Recommendation with Multi-Intent Translation Graph Neural Network | Oct 22, 2020 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| Automated Intracranial Artery Labeling using a Graph Neural Network and Hierarchical Refinement | Jul 11, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Autobahn: Automorphism-based Graph Neural Nets | Mar 2, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting | Jul 6, 2020 | Graph GenerationGraph Neural Network | CodeCode Available | 1 |
| Adaptive Hybrid Spatial-Temporal Graph Neural Network for Cellular Traffic Prediction | Feb 28, 2023 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Adaptive Kernel Graph Neural Network | Dec 8, 2021 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 |
| Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis | Apr 16, 2021 | ClassificationEEG | CodeCode Available | 1 |
| Beyond Homophily: Structure-aware Path Aggregation Graph Neural Network | Jul 20, 2022 | Graph MiningGraph Neural Network | CodeCode Available | 1 |
| Ab-Initio Potential Energy Surfaces by Pairing GNNs with Neural Wave Functions | Oct 11, 2021 | Graph Neural NetworkVariational Monte Carlo | CodeCode Available | 1 |
| Binary Graph Neural Networks | Dec 31, 2020 | BinarizationGraph Neural Network | CodeCode Available | 1 |
| Bkd-FedGNN: A Benchmark for Classification Backdoor Attacks on Federated Graph Neural Network | Jun 17, 2023 | Backdoor AttackFederated Learning | CodeCode Available | 1 |
| Attentional Graph Convolutional Networks for Knowledge Concept Recommendation in MOOCs in a Heterogeneous View | Jun 23, 2020 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 |
