| Disentangled Graph Neural Networks for Session-based Recommendation | Jan 10, 2022 | Graph Neural NetworkSession-Based Recommendations | CodeCode Available | 1 |
| ODAM: Object Detection, Association, and Mapping using Posed RGB Video | Aug 23, 2021 | 3D Object DetectionGraph Neural Network | CodeCode Available | 1 |
| Basket Recommendation with Multi-Intent Translation Graph Neural Network | Oct 22, 2020 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| On Representing Linear Programs by Graph Neural Networks | Sep 25, 2022 | Graph Neural Network | CodeCode Available | 1 |
| A Joint Graph and Image Convolution Network for Automatic Brain Tumor Segmentation | Sep 12, 2021 | Brain Tumor SegmentationGraph Neural Network | CodeCode Available | 1 |
| DeSCo: Towards Generalizable and Scalable Deep Subgraph Counting | Aug 16, 2023 | Graph Neural NetworkGraph Regression | CodeCode Available | 1 |
| Optimization of Graph Neural Networks with Natural Gradient Descent | Aug 21, 2020 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| Optimizing Large-Scale Fleet Management on a Road Network using Multi-Agent Deep Reinforcement Learning with Graph Neural Network | Nov 12, 2020 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 |
| Adaptive Kernel Graph Neural Network | Dec 8, 2021 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 |
| Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network Model | Sep 5, 2021 | Community DetectionGraph Embedding | CodeCode Available | 1 |
| Panoramic Human Activity Recognition | Mar 8, 2022 | Activity RecognitionGraph Neural Network | CodeCode Available | 1 |
| PanRep: Graph neural networks for extracting universal node embeddings in heterogeneous graphs | Jul 20, 2020 | Graph Neural NetworkLink Prediction | CodeCode Available | 1 |
| Graph WaveNet for Deep Spatial-Temporal Graph Modeling | May 31, 2019 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| EpiGNN: Exploring Spatial Transmission with Graph Neural Network for Regional Epidemic Forecasting | Aug 23, 2022 | Graph Neural Network | CodeCode Available | 1 |
| EchoGLAD: Hierarchical Graph Neural Networks for Left Ventricle Landmark Detection on Echocardiograms | Jul 23, 2023 | Graph Neural NetworkGraph Representation Learning | CodeCode Available | 1 |
| Earthquake Phase Association with Graph Neural Networks | Sep 15, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Equivariant Point Cloud Analysis via Learning Orientations for Message Passing | Mar 28, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Physics-Assisted and Topology-Informed Deep Learning for Weather Prediction | May 8, 2025 | Deep LearningGraph Neural Network | CodeCode Available | 1 |
| Benchmarking Accuracy and Generalizability of Four Graph Neural Networks Using Large In Vitro ADME Datasets from Different Chemical Spaces | Nov 27, 2021 | BenchmarkingGraph Attention | CodeCode Available | 1 |
| Physics-Embedded Neural Networks: Graph Neural PDE Solvers with Mixed Boundary Conditions | May 24, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Explainable Global Wildfire Prediction Models using Graph Neural Networks | Feb 11, 2024 | BenchmarkingCommunity Detection | CodeCode Available | 1 |
| Plan2Scene: Converting Floorplans to 3D Scenes | Jun 9, 2021 | Graph Neural NetworkPlan2Scene | CodeCode Available | 1 |
| Planning with Learned Object Importance in Large Problem Instances using Graph Neural Networks | Sep 11, 2020 | Graph Neural NetworkMotion Planning | 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 |
| PolyGNN: Polyhedron-based Graph Neural Network for 3D Building Reconstruction from Point Clouds | Jul 17, 2023 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| DGNN-Booster: A Generic FPGA Accelerator Framework For Dynamic Graph Neural Network Inference | Apr 13, 2023 | CPUGPU | CodeCode Available | 1 |
| DGRec: Graph Neural Network for Recommendation with Diversified Embedding Generation | Nov 18, 2022 | DiversityGraph 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 |
| FALCON: An ML Framework for Fully Automated Layout-Constrained Analog Circuit Design | May 28, 2025 | Graph Neural Network | CodeCode Available | 1 |
| Positional Diffusion: Ordering Unordered Sets with Diffusion Probabilistic Models | Mar 20, 2023 | Graph Neural NetworkSentence | CodeCode Available | 1 |
| Differentiable Graph Module (DGM) for Graph Convolutional Networks | Feb 11, 2020 | Disease PredictionGraph Neural Network | CodeCode Available | 1 |
| Power Flow Balancing with Decentralized Graph Neural Networks | Nov 3, 2021 | Graph Neural Network | CodeCode Available | 1 |
| BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation | Jun 21, 2021 | GPRGraph 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 |
| Algorithmic Concept-based Explainable Reasoning | Jul 15, 2021 | Graph Neural Network | CodeCode Available | 1 |
| GAME-ON: Graph Attention Network based Multimodal Fusion for Fake News Detection | Feb 25, 2022 | Fake News DetectionGraph Attention | CodeCode Available | 1 |
| Aligning Transformers with Weisfeiler-Leman | Jun 5, 2024 | Graph Neural Network | CodeCode Available | 1 |
| Pretraining Language Models with Text-Attributed Heterogeneous Graphs | Oct 19, 2023 | Graph Neural NetworkLink Prediction | CodeCode Available | 1 |
| Privacy-Preserving Graph-Based Machine Learning with Fully Homomorphic Encryption for Collaborative Anti-Money Laundering | Nov 5, 2024 | Computational EfficiencyGraph Neural Network | CodeCode Available | 1 |
| Progressive Graph Learning for Open-Set Domain Adaptation | Jun 22, 2020 | Domain AdaptationGraph Learning | CodeCode Available | 1 |
| Alleviating the Inconsistency Problem of Applying Graph Neural Network to Fraud Detection | May 1, 2020 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 |
| PyTorch-Direct: Enabling GPU Centric Data Access for Very Large Graph Neural Network Training with Irregular Accesses | Jan 20, 2021 | CPUGPU | CodeCode Available | 1 |
| Diffusion probabilistic modeling of protein backbones in 3D for the motif-scaffolding problem | Jun 8, 2022 | Graph Neural Network | CodeCode Available | 1 |
| Beyond Clicks: Modeling Multi-Relational Item Graph for Session-Based Target Behavior Prediction | Feb 19, 2020 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| Edge Rewiring Goes Neural: Boosting Network Resilience without Rich Features | Oct 18, 2021 | Graph Neural Networkreinforcement-learning | CodeCode Available | 1 |
| RadarGNN: Transformation Invariant Graph Neural Network for Radar-based Perception | Apr 13, 2023 | 3D Object DetectionGraph Neural Network | CodeCode Available | 1 |
| Beyond Homophily: Structure-aware Path Aggregation Graph Neural Network | Jul 20, 2022 | Graph MiningGraph Neural Network | CodeCode Available | 1 |
| GRAF: Graph Attention-aware Fusion Networks | Mar 29, 2023 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View | Sep 24, 2021 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| PhysGNN: A Physics-Driven Graph Neural Network Based Model for Predicting Soft Tissue Deformation in Image-Guided Neurosurgery | Sep 9, 2021 | Graph Neural NetworkInductive Learning | CodeCode Available | 1 |
