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: centered HTML title, subtitle and authors
Browse files
README.md
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<sup>1</sup>Rutgers University   <sup>2</sup>Adobe Research
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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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## About ShellElastic
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<h1 align="center">ShellElastic</h1>
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<h3 align="center">Scalable Elastic Pretraining<br>with Simultaneous Maximal Updates and Hyperparameter Transfer</h3>
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<p align="center"><small><b>Can Jin</b><sup>1*</sup> · <b>Yan Kang</b><sup>2</sup> · <b>Yifan Gong</b><sup>2</sup> · <b>Chongjian Ge</b><sup>2</sup> · <b>Mingze Xu</b><sup>2</sup> · <b>Yuanjun Xiong</b><sup>2</sup> · <b>Dimitris N. Metaxas</b><sup>1</sup> · <b>Hongwu Peng</b><sup>2</sup></small></p>
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<p align="center"><small><sup>1</sup>Rutgers University   <sup>2</sup>Adobe Research</small></p>
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<p align="center"><small><sup>*</sup>Corresponding author: <a href="mailto:can.jin@rutgers.edu">can.jin@rutgers.edu</a>. Work done during an internship at Adobe Research.</small></p>
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<p align="center">
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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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</p>
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</div>
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## About ShellElastic
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