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Add link to paper

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This PR ensures the dataset is linked to (and can be found at) https://huggingface.co/papers/2405.17211

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  1. README.md +5 -7
README.md CHANGED
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  ---
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  license: mit
 
 
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  task_categories:
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  - image-to-3d
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  tags:
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  - computational fluid dynamics
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  - physics
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  - neural operator
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- size_categories:
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- - 1K<n<10K
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  ---
 
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  # Navier Stokes Dataset of Isotropic Turbulence in a periodic box
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  <!-- Provide a quick summary of the dataset. -->
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  <!-- Provide the basic links for the dataset. -->
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  - **Repository:** [https://github.com/scaomath/torch-cfd](https://github.com/scaomath/torch-cfd)
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- - **Paper:** [More Information Needed]
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  - **Demo:**
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  - [The classical Kolmogorov inverse cascade with a solenoidal forcing and small drag.](https://github.com/scaomath/torch-cfd/blob/main/examples/Kolmogrov2d_rk4_cn_forced_turbulence.ipynb)
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  - [The fast training using the data with a small number of vortices.](https://github.com/scaomath/torch-cfd/blob/main/examples/ex2_SFNO_train_fnodata.ipynb)
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  year={2024},
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  primaryClass={cs.LG}
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  }
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- ```
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-
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-
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-
 
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  ---
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  license: mit
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+ size_categories:
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+ - 1K<n<10K
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  task_categories:
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  - image-to-3d
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  tags:
 
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  - computational fluid dynamics
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  - physics
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  - neural operator
 
 
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  ---
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+
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  # Navier Stokes Dataset of Isotropic Turbulence in a periodic box
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  <!-- Provide a quick summary of the dataset. -->
 
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  <!-- Provide the basic links for the dataset. -->
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  - **Repository:** [https://github.com/scaomath/torch-cfd](https://github.com/scaomath/torch-cfd)
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+ - **Paper:** [Spectral-Refiner: Accurate Fine-Tuning of Spatiotemporal Fourier Neural Operator for Turbulent Flows](https://huggingface.co/papers/2405.17211)
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  - **Demo:**
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  - [The classical Kolmogorov inverse cascade with a solenoidal forcing and small drag.](https://github.com/scaomath/torch-cfd/blob/main/examples/Kolmogrov2d_rk4_cn_forced_turbulence.ipynb)
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  - [The fast training using the data with a small number of vortices.](https://github.com/scaomath/torch-cfd/blob/main/examples/ex2_SFNO_train_fnodata.ipynb)
 
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  year={2024},
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  primaryClass={cs.LG}
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  }
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+ ```