| 3D Infomax improves GNNs for Molecular Property Prediction | Oct 8, 2021 | Contrastive LearningGraph Learning | CodeCode Available | 1 | 5 |
| CUTS: Neural Causal Discovery from Irregular Time-Series Data | Feb 15, 2023 | Causal DiscoveryGraph Neural Network | CodeCode Available | 1 | 5 |
| DAGAD: Data Augmentation for Graph Anomaly Detection | Oct 18, 2022 | Anomaly DetectionData Augmentation | CodeCode Available | 1 | 5 |
| GNNBuilder: An Automated Framework for Generic Graph Neural Network Accelerator Generation, Simulation, and Optimization | Mar 29, 2023 | Code GenerationCPU | CodeCode Available | 1 | 5 |
| BrainNNExplainer: An Interpretable Graph Neural Network Framework for Brain Network based Disease Analysis | Jul 11, 2021 | Disease PredictionGraph Neural Network | CodeCode Available | 1 | 5 |
| GNNExplainer: Generating Explanations for Graph Neural Networks | Mar 10, 2019 | BIG-bench Machine LearningExplainable artificial intelligence | CodeCode Available | 1 | 5 |
| Equivariant Point Cloud Analysis via Learning Orientations for Message Passing | Mar 28, 2022 | Graph Neural Network | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis | Apr 16, 2021 | ClassificationEEG | CodeCode Available | 1 | 5 |
| Deep Attentive Learning for Stock Movement Prediction From Social Media Text and Company Correlations | Nov 1, 2020 | Decision MakingGraph Neural Network | CodeCode Available | 1 | 5 |
| Automatic identification of segmentation errors for radiotherapy using geometric learning | Jun 27, 2022 | Graph Neural NetworkSelf-Supervised Learning | CodeCode Available | 1 | 5 |
| Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting | Oct 16, 2024 | Graph Neural NetworkSpatio-Temporal Forecasting | CodeCode Available | 1 | 5 |
| Deceptive Path Planning via Reinforcement Learning with Graph Neural Networks | Feb 9, 2024 | Graph Neural Networkreinforcement-learning | CodeCode Available | 1 | 5 |
| Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network | Feb 22, 2020 | Aspect-Based Sentiment Analysis (ABSA)Classification | CodeCode Available | 1 | 5 |
| Bipartite Graph Network with Adaptive Message Passing for Unbiased Scene Graph Generation | Apr 1, 2021 | Graph GenerationGraph Neural Network | CodeCode Available | 1 | 5 |
| Graph Augmentation for Recommendation | Mar 25, 2024 | Contrastive LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| PIGNet2: A Versatile Deep Learning-based Protein-Ligand Interaction Prediction Model for Binding Affinity Scoring and Virtual Screening | Jul 3, 2023 | Data AugmentationDrug Discovery | CodeCode Available | 1 | 5 |
| DeepDDS: deep graph neural network with attention mechanism to predict synergistic drug combinations | Jul 6, 2021 | Graph AttentionGraph Neural Network | CodeCode Available | 1 | 5 |
| AI-accelerated Discovery of Altermagnetic Materials | Nov 8, 2023 | Graph Neural Network | CodeCode Available | 1 | 5 |
| DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering | Dec 12, 2022 | ClusteringGraph Neural Network | CodeCode Available | 1 | 5 |
| Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting | Jul 6, 2020 | Graph GenerationGraph Neural Network | CodeCode Available | 1 | 5 |
| BAGEL: A Benchmark for Assessing Graph Neural Network Explanations | Jun 28, 2022 | BIG-bench Machine LearningGraph Classification | CodeCode Available | 1 | 5 |
| Air Traffic Controller Workload Level Prediction using Conformalized Dynamical Graph Learning | Jul 20, 2023 | Conformal PredictionGraph Learning | CodeCode Available | 1 | 5 |
| DeepGate2: Functionality-Aware Circuit Representation Learning | May 25, 2023 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 | 5 |
| BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational Pathology | Mar 26, 2025 | Explainable ModelsGraph Neural Network | CodeCode Available | 1 | 5 |
