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@@ -10,10 +10,10 @@ Ai2 Climate Emulator (ACE) is a family of models designed to simulate atmospheri
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  **Disclaimer: ACE models are research tools and should not be used for operational climate predictions.**
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- ACE2-ERA5 is trained on the [ERA5 dataset](https://rmets.onlinelibrary.wiley.com/doi/10.1002/qj.3803) and will be described in a forthcoming paper.
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  Quick links:
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- - πŸ“ƒ Paper (coming soon)
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  - πŸ’» [Code](https://github.com/ai2cm/ace)
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  - πŸ’¬ [Docs](https://ai2-climate-emulator.readthedocs.io/en/stable/)
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  - πŸ“‚ [All Models](https://huggingface.co/collections/allenai/ace-67327d822f0f0d8e0e5e6ca4)
 
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  **Disclaimer: ACE models are research tools and should not be used for operational climate predictions.**
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+ ACE2-ERA5 is trained on the [ERA5 dataset](https://rmets.onlinelibrary.wiley.com/doi/10.1002/qj.3803) and is described in [ACE2: Accurately learning subseasonal to decadal atmospheric variability and forced responses](https://arxiv.org/abs/2411.11268).
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  Quick links:
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+ - πŸ“ƒ [Paper](https://arxiv.org/abs/2411.11268)
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  - πŸ’» [Code](https://github.com/ai2cm/ace)
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  - πŸ’¬ [Docs](https://ai2-climate-emulator.readthedocs.io/en/stable/)
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  - πŸ“‚ [All Models](https://huggingface.co/collections/allenai/ace-67327d822f0f0d8e0e5e6ca4)