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: the ShellElastic wordmark of the README
Browse files
README.md
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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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<div align="center" class="dark:hidden"><img alt="ShellElastic" src="https://huggingface.co/spaces/Can111/ShellElastic/resolve/main/shellelastic-logo-light.svg" height="42"></div>
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<div align="center" class="hidden dark:block"><img alt="ShellElastic" src="https://huggingface.co/spaces/Can111/ShellElastic/resolve/main/shellelastic-logo-dark.svg" height="42"></div>
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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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