| Deep Imitation Learning for Bimanual Robotic Manipulation | Oct 11, 2020 | Graph Neural NetworkImitation Learning | CodeCode Available | 1 |
| Deep Implicit Coordination Graphs for Multi-agent Reinforcement Learning | Jun 19, 2020 | Graph Neural NetworkMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| A Graph Neural Network Approach for Scalable Wireless Power Control | Jul 19, 2019 | Graph Neural Network | CodeCode Available | 1 |
| Basket Recommendation with Multi-Intent Translation Graph Neural Network | Oct 22, 2020 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting | May 20, 2022 | Graph Neural NetworkTraffic Prediction | CodeCode Available | 1 |
| DeSCo: Towards Generalizable and Scalable Deep Subgraph Counting | Aug 16, 2023 | Graph Neural NetworkGraph Regression | CodeCode Available | 1 |
| DGC-GNN: Leveraging Geometry and Color Cues for Visual Descriptor-Free 2D-3D Matching | Jun 21, 2023 | Graph Neural Network | CodeCode Available | 1 |
| DGNN-Booster: A Generic FPGA Accelerator Framework For Dynamic Graph Neural Network Inference | Apr 13, 2023 | CPUGPU | 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 |
| DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation | Aug 30, 2019 | Emotion ClassificationEmotion Recognition | CodeCode Available | 1 |
| Identifying Possible Rumor Spreaders on Twitter: A Weak Supervised Learning Approach | Oct 15, 2020 | Graph Neural NetworkMisinformation | CodeCode Available | 1 |
| Directed Acyclic Graph Neural Networks | Jan 20, 2021 | Graph Neural NetworkGraph Property Prediction | CodeCode Available | 1 |
| Action knowledge for video captioning with graph neural networks | Mar 16, 2023 | Action RecognitionGraph Neural Network | CodeCode Available | 1 |
| Discrete-time Temporal Network Embedding via Implicit Hierarchical Learning in Hyperbolic Space | Jul 8, 2021 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| Disentangled Graph Social Recommendation | Mar 14, 2023 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 1 |
| Distance-Enhanced Graph Neural Network for Link Prediction | May 20, 2021 | Graph Neural NetworkLink Prediction | CodeCode Available | 1 |
| Distinguish Confusing Law Articles for Legal Judgment Prediction | Apr 6, 2020 | ArticlesGraph Neural Network | CodeCode Available | 1 |
| Mitigating Oversmoothing Through Reverse Process of GNNs for Heterophilic Graphs | Mar 11, 2024 | Graph Neural Network | CodeCode Available | 1 |
| RELIEF: Reinforcement Learning Empowered Graph Feature Prompt Tuning | Aug 6, 2024 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| Combinatorial Optimization with Physics-Inspired Graph Neural Networks | Jul 2, 2021 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| A Graph Neural Network Framework for Causal Inference in Brain Networks | Oct 14, 2020 | Causal InferenceGraph Neural Network | CodeCode Available | 1 |
| DualGNN: Dual Graph Neural Network for Multimedia Recommendation | Dec 24, 2021 | Graph Neural NetworkMultimedia recommendation | CodeCode Available | 1 |
| Dynamic Causal Explanation Based Diffusion-Variational Graph Neural Network for Spatio-temporal Forecasting | May 16, 2023 | graph constructionGraph Neural Network | CodeCode Available | 1 |
| 3D Infomax improves GNNs for Molecular Property Prediction | Oct 8, 2021 | Contrastive LearningGraph Learning | CodeCode Available | 1 |
| A Graph Neural Network to Model Disruption in Human-Aware Robot Navigation | Feb 17, 2021 | Autonomous NavigationGraph Neural Network | CodeCode Available | 1 |
| Dynamic Relevance Graph Network for Knowledge-Aware Question Answering | Sep 20, 2022 | Graph Neural NetworkQuestion Answering | CodeCode Available | 1 |
| Edge Rewiring Goes Neural: Boosting Network Resilience without Rich Features | Oct 18, 2021 | Graph Neural Networkreinforcement-learning | CodeCode Available | 1 |
| A Traffic Light Dynamic Control Algorithm with Deep Reinforcement Learning Based on GNN Prediction | Sep 29, 2020 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 |
| EEGNN: Edge Enhanced Graph Neural Network with a Bayesian Nonparametric Graph Model | Aug 12, 2022 | Graph Neural Network | CodeCode Available | 1 |
| 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 |
| Attentional Graph Convolutional Networks for Knowledge Concept Recommendation in MOOCs in a Heterogeneous View | Jun 23, 2020 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 |
| A graph representation of molecular ensembles for polymer property prediction | May 17, 2022 | BIG-bench Machine LearningGraph Neural Network | CodeCode Available | 1 |
| Attentional Graph Neural Network for Parking-slot Detection | Apr 6, 2021 | Graph Neural Network | CodeCode Available | 1 |
| EGR: Equivariant Graph Refinement and Assessment of 3D Protein Complex Structures | May 20, 2022 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| COGMEN: COntextualized GNN based Multimodal Emotion recognitioN | May 5, 2022 | Emotion RecognitionEmotion Recognition in Conversation | CodeCode Available | 1 |
| EpiGNN: Exploring Spatial Transmission with Graph Neural Network for Regional Epidemic Forecasting | Aug 23, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Equi-GSPR: Equivariant SE(3) Graph Network Model for Sparse Point Cloud Registration | Oct 8, 2024 | Graph Neural NetworkPoint Cloud Registration | CodeCode Available | 1 |
| EquiPocket: an E(3)-Equivariant Geometric Graph Neural Network for Ligand Binding Site Prediction | Feb 23, 2023 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| EspalomaCharge: Machine learning-enabled ultra-fast partial charge assignment | Feb 14, 2023 | Graph Neural Network | CodeCode Available | 1 |
| Euler: Detecting Network Lateral Movement via Scalable Temporal Link Prediction | Apr 24, 2022 | Dynamic Link PredictionEdge Detection | CodeCode Available | 1 |
| Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting | Oct 16, 2024 | Graph Neural NetworkSpatio-Temporal Forecasting | CodeCode Available | 1 |
| Explainable Global Wildfire Prediction Models using Graph Neural Networks | Feb 11, 2024 | BenchmarkingCommunity Detection | CodeCode Available | 1 |
| A2-GNN: Angle-Annular GNN for Visual Descriptor-free Camera Relocalization | Feb 27, 2025 | Camera RelocalizationGraph Neural Network | CodeCode Available | 1 |
| BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation | Jun 21, 2021 | GPRGraph 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 |
| Exploiting Abstract Meaning Representation for Open-Domain Question Answering | May 26, 2023 | Abstract Meaning RepresentationDiversity | CodeCode Available | 1 |
| Exploring Multimodal Approaches for Alzheimer's Disease Detection Using Patient Speech Transcript and Audio Data | Jul 5, 2023 | Alzheimer's Disease DetectionContrastive Learning | CodeCode Available | 1 |
| FALCON: An ML Framework for Fully Automated Layout-Constrained Analog Circuit Design | May 28, 2025 | Graph Neural Network | CodeCode Available | 1 |
| Autobahn: Automorphism-based Graph Neural Nets | Mar 2, 2021 | Graph Neural Network | CodeCode Available | 1 |
| ConGraT: Self-Supervised Contrastive Pretraining for Joint Graph and Text Embeddings | May 23, 2023 | Community DetectionContrastive Learning | CodeCode Available | 1 |