| TGL: A General Framework for Temporal GNN Training on Billion-Scale Graphs | Mar 28, 2022 | CPUGPU | CodeCode Available | 2 |
| The Open Catalyst 2020 (OC20) Dataset and Community Challenges | Oct 20, 2020 | 3D Pose EstimationGraph Neural Network | CodeCode Available | 2 |
| MEEG and AT-DGNN: Improving EEG Emotion Recognition with Music Introducing and Graph-based Learning | Jul 8, 2024 | Arousal EstimationEEG | CodeCode Available | 2 |
| Graph Neural Network Surrogates to leverage Mechanistic Expert Knowledge towards Reliable and Immediate Pandemic Response | Nov 10, 2024 | Decision MakingGraph Neural Network | CodeCode Available | 2 |
| Relational Graph Transformer | May 16, 2025 | Graph Neural Network | CodeCode Available | 2 |
| Graph4Rec: A Universal Toolkit with Graph Neural Networks for Recommender Systems | Dec 2, 2021 | graph constructionGraph Neural Network | CodeCode Available | 2 |
| Rotation Invariant Graph Neural Networks using Spin Convolutions | Jun 17, 2021 | Graph Neural NetworkInitial Structure to Relaxed Energy (IS2RE) | CodeCode Available | 2 |
| FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective | Nov 10, 2023 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 2 |
| ACE-HGNN: Adaptive Curvature Exploration Hyperbolic Graph Neural Network | Oct 15, 2021 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Basket Recommendation with Multi-Intent Translation Graph Neural Network | Oct 22, 2020 | Graph Neural NetworkRelation | 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 |
| 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 |
| Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learning | Nov 25, 2023 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 1 |
| BAGEL: A Benchmark for Assessing Graph Neural Network Explanations | Jun 28, 2022 | BIG-bench Machine LearningGraph Classification | CodeCode Available | 1 |
| BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation | Jun 21, 2021 | GPRGraph Neural Network | CodeCode Available | 1 |
| Automated Intracranial Artery Labeling using a Graph Neural Network and Hierarchical Refinement | Jul 11, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Accelerating amorphous polymer electrolyte screening by learning to reduce errors in molecular dynamics simulated properties | Jan 13, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis | Apr 16, 2021 | ClassificationEEG | CodeCode Available | 1 |
| PyGim: An Efficient Graph Neural Network Library for Real Processing-In-Memory Architectures | Feb 26, 2024 | CPUGPU | CodeCode Available | 1 |
| Autobahn: Automorphism-based Graph Neural Nets | Mar 2, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Automatic identification of segmentation errors for radiotherapy using geometric learning | Jun 27, 2022 | Graph Neural NetworkSelf-Supervised Learning | 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 |
| A Structure Self-Aware Model for Discourse Parsing on Multi-Party Dialogues | Aug 1, 2021 | Dialogue UnderstandingDiscourse Parsing | CodeCode Available | 1 |
| A Cartesian Encoding Graph Neural Network for Crystal Structures Property Prediction: Application to Thermal Ellipsoid Estimation | Jan 30, 2025 | ADP PredictionBand Gap | 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 |
