| CrystalGRW: Generative Modeling of Crystal Structures with Targeted Properties via Geodesic Random Walks | Jan 15, 2025 | Graph Neural Network | CodeCode Available | 1 |
| A Note on Over-Smoothing for Graph Neural Networks | Jun 23, 2020 | Graph Neural Network | CodeCode Available | 1 |
| DAG-Net: Double Attentive Graph Neural Network for Trajectory Forecasting | May 26, 2020 | Graph Neural NetworkHuman motion prediction | CodeCode Available | 1 |
| 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 |
| Modern graph neural networks do worse than classical greedy algorithms in solving combinatorial optimization problems like maximum independent set | Jun 27, 2022 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| Correlation-aware Spatial-Temporal Graph Learning for Multivariate Time-series Anomaly Detection | Jul 17, 2023 | Anomaly DetectionGraph Learning | CodeCode Available | 1 |
| Cross-document Misinformation Detection based on Event Graph Reasoning | Jul 1, 2022 | Articlescoreference-resolution | CodeCode Available | 1 |
| Contrastive Representation Learning for Dynamic Link Prediction in Temporal Networks | Aug 22, 2024 | Contrastive LearningDynamic Link Prediction | CodeCode Available | 1 |
| Constructing Narrative Event Evolutionary Graph for Script Event Prediction | May 14, 2018 | Graph Neural NetworkMultiple-choice | CodeCode Available | 1 |
| Contrastive Cross-Domain Sequential Recommendation | Apr 8, 2023 | Graph Neural NetworkSequential Recommendation | CodeCode Available | 1 |
| Convergent Graph Solvers | Jun 3, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| Cross-lingual Text Classification with Heterogeneous Graph Neural Network | May 24, 2021 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| DeepProtein: Deep Learning Library and Benchmark for Protein Sequence Learning | Oct 2, 2024 | Deep LearningDrug Discovery | CodeCode Available | 1 |
| Comprehensive evaluation of deep and graph learning on drug-drug interactions prediction | Jun 8, 2023 | Drug DiscoveryGraph Learning | CodeCode Available | 1 |
| Company-as-Tribe: Company Financial Risk Assessment on Tribe-Style Graph with Hierarchical Graph Neural Networks | Jan 31, 2023 | Contrastive LearningGraph Learning | CodeCode Available | 1 |
| Comprehensive Evaluation of GNN Training Systems: A Data Management Perspective | Nov 22, 2023 | Graph Neural NetworkManagement | CodeCode Available | 1 |
| Combinatorial Optimization with Physics-Inspired Graph Neural Networks | Jul 2, 2021 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| CodeCMR: Cross-Modal Retrieval For Function-Level Binary Source Code Matching | Dec 1, 2020 | Computer SecurityCross-Modal Retrieval | CodeCode Available | 1 |
| Combining Differentiable PDE Solvers and Graph Neural Networks for Fluid Flow Prediction | Jul 8, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Conformal Load Prediction with Transductive Graph Autoencoders | Jun 12, 2024 | Conformal PredictionGraph Neural Network | CodeCode Available | 1 |
| A General Learning Framework for Open Ad Hoc Teamwork Using Graph-based Policy Learning | Oct 11, 2022 | Graph Neural Network | 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 |
| CheckerPose: Progressive Dense Keypoint Localization for Object Pose Estimation with Graph Neural Network | Mar 29, 2023 | Graph Neural NetworkPose Estimation | 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 |
| Applying Self-supervised Learning to Network Intrusion Detection for Network Flows with Graph Neural Network | Mar 3, 2024 | Binary ClassificationContrastive Learning | CodeCode Available | 1 |
| A generalized-template-based graph neural network for accurate organic reactivity prediction | Sep 15, 2022 | Chemical Reaction PredictionGraph Neural Network | CodeCode Available | 1 |
| ChatGPT Informed Graph Neural Network for Stock Movement Prediction | May 28, 2023 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| 3D Infomax improves GNNs for Molecular Property Prediction | Oct 8, 2021 | Contrastive LearningGraph Learning | CodeCode Available | 1 |
| CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text | Aug 16, 2019 | DiagnosticGraph Neural Network | CodeCode Available | 1 |
| Coarse Graining Molecular Dynamics with Graph Neural Networks | Jul 22, 2020 | BIG-bench Machine LearningGraph Neural Network | CodeCode Available | 1 |
| Are Graph Neural Networks Optimal Approximation Algorithms? | Oct 1, 2023 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| COGMEN: COntextualized GNN based Multimodal Emotion recognitioN | May 5, 2022 | Emotion RecognitionEmotion Recognition in Conversation | CodeCode Available | 1 |
| A Comprehensive Benchmark for RNA 3D Structure-Function Modeling | Mar 27, 2025 | BenchmarkingDeep Learning | CodeCode Available | 1 |
| Combining Graph Neural Network and Mamba to Capture Local and Global Tissue Spatial Relationships in Whole Slide Images | Jun 5, 2024 | Graph Neural NetworkMamba | CodeCode Available | 1 |
| Agent-based Graph Neural Networks | Jun 22, 2022 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| Comparing and Contrasting Deep Learning Weather Prediction Backbones on Navier-Stokes and Atmospheric Dynamics | Jul 19, 2024 | Graph Neural NetworkWeather Forecasting | 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 |
| Context Modeling in 3D Human Pose Estimation: A Unified Perspective | Mar 29, 2021 | 3D Human Pose EstimationGraph Neural Network | CodeCode Available | 1 |
| Contrastive Dual-Interaction Graph Neural Network for Molecular Property Prediction | May 4, 2024 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| Contrastive Graph Neural Network Explanation | Oct 26, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Conversation Understanding using Relational Temporal Graph Neural Networks with Auxiliary Cross-Modality Interaction | Nov 8, 2023 | Emotion RecognitionGraph Neural Network | CodeCode Available | 1 |
| CopulaGNN: Towards Integrating Representational and Correlational Roles of Graphs in Graph Neural Networks | Oct 5, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Cost Sensitive GNN-based Imbalanced Learning for Mobile Social Network Fraud Detection | Mar 28, 2023 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 |
| Coupled Graph ODE for Learning Interacting System Dynamics | Aug 14, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous Graph | Sep 9, 2021 | Cross-Lingual TransferGraph Neural Network | CodeCode Available | 1 |
| Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling | Jun 9, 2021 | Federated LearningGraph Neural Network | CodeCode Available | 1 |
| CRSLab: An Open-Source Toolkit for Building Conversational Recommender System | Jan 4, 2021 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
| CrysGNN : Distilling pre-trained knowledge to enhance property prediction for crystalline materials | Jan 14, 2023 | Formation EnergyGraph 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 |
| CktGNN: Circuit Graph Neural Network for Electronic Design Automation | Aug 31, 2023 | Bayesian OptimizationGraph Learning | CodeCode Available | 1 |
