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@@ -71,4 +71,15 @@ The most gains will be seen with PyTorch > 2.5 on linux machines.
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  If you use any of this implementation or work please cite it (as well as the ESMC preprint). Bibtex for both coming soon.
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  ### Note on the name
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- The original thought was ESMC++ but anything with C would technically go against the ESM license agreement - so ESM++. Open to suggestions!
 
 
 
 
 
 
 
 
 
 
 
 
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  If you use any of this implementation or work please cite it (as well as the ESMC preprint). Bibtex for both coming soon.
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  ### Note on the name
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+ The original thought was ESMC++ but anything with C would technically go against the ESM license agreement - so ESM++. Open to suggestions!
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+
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+ ```
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+ @misc {ESMPlusPlus,
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+ author = { Hallee, L. and Bichara, D. and Gleghorn, J, P. },
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+ title = { ESMPlusPlus },
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+ year = 2024,
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+ url = { https://huggingface.co/Synthyra/ESMplusplus_small },
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+ doi = { 10.57967/hf/3725 },
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+ publisher = { Hugging Face }
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+ }
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+ ```