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@@ -74,10 +74,10 @@ Take a look at [CONTRIBUTING.md](https://github.com/Franblueee/torchmil/blob/mai
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  If you find this library useful, please consider citing it:
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  ```bibtex
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- @misc{torchmil,
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- author = {Castro-Mac{\'\i}as, Francisco M and S{\'a}ez-Maldonado, Francisco Javier and Morales Alvarez, Pablo and Molina, Rafael},
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- title = {torchmil: A PyTorch-based library for deep Multiple Instance Learning},
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- year = {2025},
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- howpublished = {\url{https://franblueee.github.io/torchmil/}}
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  }
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  ```
 
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  If you find this library useful, please consider citing it:
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  ```bibtex
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+ @article{castro2025torchmil,
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+ title={torchmil: A PyTorch-based library for deep Multiple Instance Learning},
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+ author={Castro-Mac{\'\i}as, Francisco M and S{\'a}ez-Maldonado, Francisco J and Morales-{\'A}lvarez, Pablo and Molina, Rafael},
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+ journal={arXiv preprint arXiv:2509.08129},
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+ year={2025}
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  }
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  ```