| ASGN: An Active Semi-supervised Graph Neural Network for Molecular Property Prediction | Jul 7, 2020 | Active LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Edge Directionality Improves Learning on Heterophilic Graphs | May 17, 2023 | Graph Neural NetworkNode Classification | 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 |
| Label-Enhanced Graph Neural Network for Semi-supervised Node Classification | May 31, 2022 | Graph Neural NetworkNode Classification | CodeCode Available | 1 | 5 |
| Earthquake Phase Association with Graph Neural Networks | Sep 15, 2022 | Graph Neural Network | CodeCode Available | 1 | 5 |
| A Graph Neural Network Approach for Scalable Wireless Power Control | Jul 19, 2019 | Graph Neural Network | 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 |
| EEG-Based Emotion Recognition Using Regularized Graph Neural Networks | Jul 18, 2019 | EEGEEG Emotion Recognition | CodeCode Available | 1 | 5 |
| Learning a Graph Neural Network with Cross Modality Interaction for Image Fusion | Aug 7, 2023 | Graph Neural NetworkInfrared And Visible Image Fusion | CodeCode Available | 1 | 5 |
| A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting | May 20, 2022 | Graph Neural NetworkTraffic Prediction | CodeCode Available | 1 | 5 |
| CopulaGNN: Towards Integrating Representational and Correlational Roles of Graphs in Graph Neural Networks | Oct 5, 2020 | Graph Neural Network | 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 |
| Correlation-aware Spatial-Temporal Graph Learning for Multivariate Time-series Anomaly Detection | Jul 17, 2023 | Anomaly DetectionGraph Learning | CodeCode Available | 1 | 5 |
| Efficient Heterogeneous Graph Learning via Random Projection | Oct 23, 2023 | Graph LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Emerging Drug Interaction Prediction Enabled by Flow-based Graph Neural Network with Biomedical Network | Nov 15, 2023 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Cost Sensitive GNN-based Imbalanced Learning for Mobile Social Network Fraud Detection | Mar 28, 2023 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 | 5 |
| Learning Cross-modal Context Graph for Visual Grounding | Nov 20, 2019 | Graph MatchingGraph Neural Network | CodeCode Available | 1 | 5 |
| Coupled Graph ODE for Learning Interacting System Dynamics | Aug 14, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| A Structure Self-Aware Model for Discourse Parsing on Multi-Party Dialogues | Aug 1, 2021 | Dialogue UnderstandingDiscourse Parsing | 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 |
| 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 | 5 |
| Identifying Possible Rumor Spreaders on Twitter: A Weak Supervised Learning Approach | Oct 15, 2020 | Graph Neural NetworkMisinformation | CodeCode Available | 1 | 5 |
| Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters | Aug 19, 2020 | Anomaly DetectionFraud Detection | CodeCode Available | 1 | 5 |
| Learning Articulated Rigid Body Dynamics with Lagrangian Graph Neural Network | Sep 23, 2022 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Cross-document Misinformation Detection based on Event Graph Reasoning | Jul 1, 2022 | Articlescoreference-resolution | CodeCode Available | 1 | 5 |
| Action knowledge for video captioning with graph neural networks | Mar 16, 2023 | Action RecognitionGraph Neural Network | CodeCode Available | 1 | 5 |
| ENERO: Efficient Real-Time WAN Routing Optimization with Deep Reinforcement Learning | Sep 22, 2021 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element Networks | Mar 16, 2022 | Graph Neural NetworkInterpretability Techniques for Deep Learning | CodeCode Available | 1 | 5 |
| Cross-lingual Text Classification with Heterogeneous Graph Neural Network | May 24, 2021 | ClassificationGraph Neural Network | CodeCode Available | 1 | 5 |
| Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous Graph | Sep 9, 2021 | Cross-Lingual TransferGraph Neural Network | CodeCode Available | 1 | 5 |
| EquiPocket: an E(3)-Equivariant Geometric Graph Neural Network for Ligand Binding Site Prediction | Feb 23, 2023 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 | 5 |
| Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling | Jun 9, 2021 | Federated LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Cross-Scale Internal Graph Neural Network for Image Super-Resolution | Jun 30, 2020 | Graph Neural NetworkImage Restoration | CodeCode Available | 1 | 5 |
| EpiGNN: Exploring Spatial Transmission with Graph Neural Network for Regional Epidemic Forecasting | Aug 23, 2022 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Equi-GSPR: Equivariant SE(3) Graph Network Model for Sparse Point Cloud Registration | Oct 8, 2024 | Graph Neural NetworkPoint Cloud Registration | CodeCode Available | 1 | 5 |
| CRSLab: An Open-Source Toolkit for Building Conversational Recommender System | Jan 4, 2021 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 | 5 |
| CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text | Aug 16, 2019 | DiagnosticGraph Neural Network | CodeCode Available | 1 | 5 |
| Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with Graphs | Oct 14, 2024 | Graph Neural NetworkRAG | CodeCode Available | 1 | 5 |
| DAG-Net: Double Attentive Graph Neural Network for Trajectory Forecasting | May 26, 2020 | Graph Neural NetworkHuman motion prediction | CodeCode Available | 1 | 5 |
| Crystal Graph Neural Networks for Data Mining in Materials Science | May 27, 2019 | Band GapFormation Energy | CodeCode Available | 1 | 5 |
| CrystalGRW: Generative Modeling of Crystal Structures with Targeted Properties via Geodesic Random Walks | Jan 15, 2025 | Graph Neural Network | CodeCode Available | 1 | 5 |
| A Graph Neural Network Framework for Causal Inference in Brain Networks | Oct 14, 2020 | Causal InferenceGraph Neural Network | CodeCode Available | 1 | 5 |
| Evaluation of Differentially Constrained Motion Models for Graph-Based Trajectory Prediction | Apr 11, 2023 | Autonomous DrivingGraph Neural Network | CodeCode Available | 1 | 5 |
| Finding the Law: Enhancing Statutory Article Retrieval via Graph Neural Networks | Jan 30, 2023 | Ad-Hoc Information RetrievalArticles | CodeCode Available | 1 | 5 |
| GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training | Jun 17, 2020 | Contrastive LearningGeneral Classification | CodeCode Available | 1 | 5 |
| A federated graph neural network framework for privacy-preserving personalization | Jun 2, 2022 | Federated LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Graph Neural Prompting with Large Language Models | Sep 27, 2023 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 1 | 5 |
| CUTS: Neural Causal Discovery from Irregular Time-Series Data | Feb 15, 2023 | Causal DiscoveryGraph Neural Network | CodeCode Available | 1 | 5 |
| Graph Property Prediction on Open Graph Benchmark: A Winning Solution by Graph Neural Architecture Search | Jul 13, 2022 | feature selectionGraph Classification | CodeCode Available | 1 | 5 |
