| chemtrain-deploy: A parallel and scalable framework for machine learning potentials in million-atom MD simulations | Jun 4, 2025 | Graph Neural Network | CodeCode Available | 2 |
| Relational Graph Transformer | May 16, 2025 | Graph Neural Network | CodeCode Available | 2 |
| LightGNN: Simple Graph Neural Network for Recommendation | Jan 6, 2025 | Computational EfficiencyGraph Neural Network | 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 |
| Double Difference Earthquake Location with Graph Neural Networks | Oct 25, 2024 | Graph Neural Network | CodeCode Available | 2 |
| Local Off-Grid Weather Forecasting with Multi-Modal Earth Observation Data | Oct 16, 2024 | Decision MakingEarth Observation | CodeCode Available | 2 |
| Data-Driven Parametrization of Molecular Mechanics Force Fields for Expansive Chemical Space Coverage | Aug 23, 2024 | Computational EfficiencyDrug Discovery | 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 |
| MHNet: Multi-view High-order Network for Diagnosing Neurodevelopmental Disorders Using Resting-state fMRI | Jul 3, 2024 | Functional ConnectivityGraph Neural Network | CodeCode Available | 2 |
| UDC: A Unified Neural Divide-and-Conquer Framework for Large-Scale Combinatorial Optimization Problems | Jun 29, 2024 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 2 |