| ACE-HGNN: Adaptive Curvature Exploration Hyperbolic Graph Neural Network | Oct 15, 2021 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| A Note on Over-Smoothing for Graph Neural Networks | Jun 23, 2020 | Graph Neural Network | CodeCode Available | 1 |
| A Fair Comparison of Graph Neural Networks for Graph Classification | Dec 20, 2019 | General ClassificationGraph Classification | CodeCode Available | 1 |
| GenGNN: A Generic FPGA Framework for Graph Neural Network Acceleration | Jan 20, 2022 | CPUDrug Discovery | 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 |
| ConGraT: Self-Supervised Contrastive Pretraining for Joint Graph and Text Embeddings | May 23, 2023 | Community DetectionContrastive Learning | CodeCode Available | 1 |
| COGMEN: COntextualized GNN based Multimodal Emotion recognitioN | May 5, 2022 | Emotion RecognitionEmotion Recognition in Conversation | CodeCode Available | 1 |
| CodeCMR: Cross-Modal Retrieval For Function-Level Binary Source Code Matching | Dec 1, 2020 | Computer SecurityCross-Modal Retrieval | CodeCode Available | 1 |
| Combinatorial Optimization with Physics-Inspired Graph Neural Networks | Jul 2, 2021 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text | Aug 16, 2019 | DiagnosticGraph Neural Network | CodeCode Available | 1 |
| CktGNN: Circuit Graph Neural Network for Electronic Design Automation | Aug 31, 2023 | Bayesian OptimizationGraph Learning | CodeCode Available | 1 |
| Coarse Graining Molecular Dynamics with Graph Neural Networks | Jul 22, 2020 | BIG-bench Machine LearningGraph Neural Network | CodeCode Available | 1 |
| Combining Differentiable PDE Solvers and Graph Neural Networks for Fluid Flow Prediction | Jul 8, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks | May 24, 2020 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Coupled Graph ODE for Learning Interacting System Dynamics | Aug 14, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Agent-based Graph Neural Networks | Jun 22, 2022 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| A Comprehensive Benchmark for RNA 3D Structure-Function Modeling | Mar 27, 2025 | BenchmarkingDeep Learning | 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 |
| ChebLieNet: Invariant Spectral Graph NNs Turned Equivariant by Riemannian Geometry on Lie Groups | Nov 23, 2021 | Graph 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 |
| Celcomen: spatial causal disentanglement for single-cell and tissue perturbation modeling | Sep 9, 2024 | counterfactualDisentanglement | 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 |
| 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 |
| Can GNN be Good Adapter for LLMs? | Feb 20, 2024 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
