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---
license: cc-by-nc-4.0
tags:
- emmi-ai
---
## Model Details
Emmi AI developed and released **Anchor-Branched Universal Physics Transformers** (AB-UPT) model for aerodynamics simulations. The model has been trained on DrivAerML dataset.
It is expected that the user will provide input geometry similar to the ones from the DrivAerML dataset.
## How to use
We provide a standalone GitHub repository with relevant tutorial code on how execute inference. The corresponding repository can be found here: https://github.com/Emmi-AI/AB-UPT
## License
**AB-UPT** is shared under the [CC-BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/) license.
## Citation instructions
```
@article{alkin2025abupt,
title={{AB-UPT}: Scaling Neural CFD Surrogates for High-Fidelity Automotive Aerodynamics Simulations via Anchored-Branched Universal Physics Transformers},
author={Benedikt Alkin and Maurits Bleeker and Richard Kurle and Tobias Kronlachner and Reinhard Sonnleitner and Matthias Dorfer and Johannes Brandstetter},
journal={arXiv preprint arXiv:2502.09692},
year={2025}
}
```