emmi-ai
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add first version of AB-UPT trained on DrivAerML

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  2. README.md +27 -0
  3. ab-upt-drivaerml-tutorial.th +3 -0
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  license: cc-by-nc-4.0
 
 
 
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  license: cc-by-nc-4.0
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+ tags:
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+ - emmi-ai
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+
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  ---
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+
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+ ## Model Details
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+
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+ Emmi AI developed and released **Anchor-Branched Universal Physics Transformers** (AB-UPT) model for aerodynamics simulations. The model has been trained on DrivAerML dataset.
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+ It is expected that the user will provide input geometry similar to the ones from the DrivAerML dataset.
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+
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+ ## Hot to use
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+ 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
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+
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+ ## License
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+
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+ **AB-UPT** is shared under the [CC-BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/) license.
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+
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+ ## Citation instructions
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+ ```
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+ @article{alkin2025abupt,
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+ title={{AB-UPT}: Scaling Neural CFD Surrogates for High-Fidelity Automotive Aerodynamics Simulations via Anchored-Branched Universal Physics Transformers},
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+ author={Benedikt Alkin and Maurits Bleeker and Richard Kurle and Tobias Kronlachner and Reinhard Sonnleitner and Matthias Dorfer and Johannes Brandstetter},
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+ journal={arXiv preprint arXiv:2502.09692},
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+ year={2025}
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+ }
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+ ```
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