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@@ -36,7 +36,7 @@ GeoPT is evaluated on the following five simulation tasks.
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  ```python
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  from datasets import load_dataset
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- # For AirCraft, DTCHull, Car-Crash, Radiosity
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  load_dataset("GeoPT/Downstream_Physics_Simulation")
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  # For DrivAerML
@@ -59,7 +59,7 @@ If you find this repo useful, please cite our paper.
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  @article{wu2026GeoPT,
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  title={GeoPT: Scaling Physics Simulation via Lifted Geometric Pre-Training},
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  author={Haixu Wu, Minghao Guo, Zongyi Li, Zhiyang Dou, Mingsheng Long, Kaiming He, Wojciech Matusik},
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- journal={arXiv preprint arXiv:2602.20399},
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  year={2026}
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  }
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  ```
 
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  ```python
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  from datasets import load_dataset
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+ # For AirCraft, DTCHull, Car-Crash
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  load_dataset("GeoPT/Downstream_Physics_Simulation")
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  # For DrivAerML
 
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  @article{wu2026GeoPT,
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  title={GeoPT: Scaling Physics Simulation via Lifted Geometric Pre-Training},
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  author={Haixu Wu, Minghao Guo, Zongyi Li, Zhiyang Dou, Mingsheng Long, Kaiming He, Wojciech Matusik},
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+ booktitle={arXiv preprint arXiv:2602.20399},
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  year={2026}
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  }
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  ```