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  # ShellElastic
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- ### Scalable Elastic Pretraining with Simultaneous Maximal Updates and Hyperparameter Transfer
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  **Can Jin**<sup>1*</sup> 路 **Yan Kang**<sup>2</sup> 路 **Yifan Gong**<sup>2</sup> 路 **Chongjian Ge**<sup>2</sup> 路 **Mingze Xu**<sup>2</sup> 路 **Yuanjun Xiong**<sup>2</sup> 路 **Dimitris N. Metaxas**<sup>1</sup> 路 **Hongwu Peng**<sup>2</sup>
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  <sup>*</sup>Corresponding author: [can.jin@rutgers.edu](mailto:can.jin@rutgers.edu). Work done during an internship at Adobe Research.
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- <a href="https://github.com/jincan333/ShellElastic/tree/main/paper"><img alt="Paper" src="https://img.shields.io/badge/Paper-PDF-b31b1b?style=for-the-badge"></a>
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- <a href="http://localhost:8765/"><img alt="Project Page" src="https://img.shields.io/badge/Project-Page-2f6db5?style=for-the-badge"></a>
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  <a href="https://github.com/jincan333/ShellElastic"><img alt="Code" src="https://img.shields.io/badge/Code-GitHub-181717?style=for-the-badge&logo=github&logoColor=white"></a>
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  <a href="https://huggingface.co/collections/Can111/shellelastic-checkpoints-and-data-6ac41e3a763d5a3fd0e79111"><img alt="Checkpoints" src="https://img.shields.io/badge/Checkpoints-Hugging%20Face-ffd21e?style=for-the-badge&logo=huggingface&logoColor=white"></a>
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  <a href="https://huggingface.co/collections/Can111/shellelastic-checkpoints-and-data-6ac41e3a763d5a3fd0e79111"><img alt="Datasets" src="https://img.shields.io/badge/Datasets-Hugging%20Face-ffd21e?style=for-the-badge&logo=huggingface&logoColor=white"></a>
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- <a href="https://github.com/jincan333/ShellElastic/blob/main/LICENSE"><img alt="License" src="https://img.shields.io/badge/License-Apache--2.0-3da639?style=for-the-badge&logo=apache&logoColor=white"></a>
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  </div>
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  # ShellElastic
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+ ### Scalable Elastic Pretraining<br>with Simultaneous Maximal Updates and Hyperparameter Transfer
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  **Can Jin**<sup>1*</sup> 路 **Yan Kang**<sup>2</sup> 路 **Yifan Gong**<sup>2</sup> 路 **Chongjian Ge**<sup>2</sup> 路 **Mingze Xu**<sup>2</sup> 路 **Yuanjun Xiong**<sup>2</sup> 路 **Dimitris N. Metaxas**<sup>1</sup> 路 **Hongwu Peng**<sup>2</sup>
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  <sup>*</sup>Corresponding author: [can.jin@rutgers.edu](mailto:can.jin@rutgers.edu). Work done during an internship at Adobe Research.
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+ <a href="https://github.com/jincan333/ShellElastic/blob/main/paper/ShellElastic.pdf"><img alt="Paper" src="https://img.shields.io/badge/Paper-PDF-b31b1b?style=for-the-badge"></a>
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+ <a href="https://jincan333.github.io/ShellElastic_page"><img alt="Project Page" src="https://img.shields.io/badge/Project-Page-2f6db5?style=for-the-badge"></a>
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  <a href="https://github.com/jincan333/ShellElastic"><img alt="Code" src="https://img.shields.io/badge/Code-GitHub-181717?style=for-the-badge&logo=github&logoColor=white"></a>
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  <a href="https://huggingface.co/collections/Can111/shellelastic-checkpoints-and-data-6ac41e3a763d5a3fd0e79111"><img alt="Checkpoints" src="https://img.shields.io/badge/Checkpoints-Hugging%20Face-ffd21e?style=for-the-badge&logo=huggingface&logoColor=white"></a>
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  <a href="https://huggingface.co/collections/Can111/shellelastic-checkpoints-and-data-6ac41e3a763d5a3fd0e79111"><img alt="Datasets" src="https://img.shields.io/badge/Datasets-Hugging%20Face-ffd21e?style=for-the-badge&logo=huggingface&logoColor=white"></a>
 
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  </div>
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