Datasets:
Tasks:
Text Generation
Languages:
English
Size:
10M<n<100M
ArXiv:
Tags:
elastic-models
foundation-models
hyperparameter-transfer
maximal-update-parameterization
pretraining
License:
Card header: paper PDF and project page links, no License badge
Browse files
README.md
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# ShellElastic
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### Scalable Elastic Pretraining
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**Can Jin**<sup>1*</sup> · **Yan Kang**<sup>2</sup> · **Yifan Gong**<sup>2</sup> · **Chongjian Ge**<sup>2</sup> · **Mingze Xu**<sup>2</sup> · **Yuanjun Xiong**<sup>2</sup> · **Dimitris N. Metaxas**<sup>1</sup> · **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/
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<a href="
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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> · **Yan Kang**<sup>2</sup> · **Yifan Gong**<sup>2</sup> · **Chongjian Ge**<sup>2</sup> · **Mingze Xu**<sup>2</sup> · **Yuanjun Xiong**<sup>2</sup> · **Dimitris N. Metaxas**<sup>1</sup> · **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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