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@@ -197,10 +197,10 @@ Protein structure prediction models may be used to design novel proteins with po
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  If you use FRACTAL in your research, please cite the ESM-2 foundation model aswell as the FRACTAL Model:
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  ```bibtex
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- @software{fractal2024,
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  title = {FRACTAL: Framework for Representation-guided Atomic Construction and Alignment},
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  author = {Mishra, Aayan},
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- year = {2024},
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  url = {https://github.com/Aayan-Mishra/FractalGPT}
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  }
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  ```
 
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  If you use FRACTAL in your research, please cite the ESM-2 foundation model aswell as the FRACTAL Model:
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  ```bibtex
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+ @software{fractal2025,
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  title = {FRACTAL: Framework for Representation-guided Atomic Construction and Alignment},
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  author = {Mishra, Aayan},
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+ year = {2025},
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  url = {https://github.com/Aayan-Mishra/FractalGPT}
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  }
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  ```