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@@ -131,13 +131,10 @@ model.fit(X, y, adapter=adapter, fine_tuning_type='adapter_head')
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  If you use Mantis in your work, please cite this technical report:
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  ```bibtex
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- @misc{feofanov2024mantis,
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- title={TODO},
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- author={TODO},
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- year={2024},
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- eprint={TODO},
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- archivePrefix={arXiv},
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- primaryClass={stat.ML},
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- url={TODO},
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  }
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  ```
 
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  If you use Mantis in your work, please cite this technical report:
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  ```bibtex
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+ @article{feofanov2025mantis,
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+ title={Mantis: Lightweight Calibrated Foundation Model for User-Friendly Time Series Classification},
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+ author={Vasilii Feofanov and Songkang Wen and Marius Alonso and Romain Ilbert and Hongbo Guo and Malik Tiomoko and Lujia Pan and Jianfeng Zhang and Ievgen Redko},
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+ journal={arXiv preprint arXiv:2502.15637},
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+ year={2025},
 
 
 
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  }
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  ```