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@@ -220,6 +220,30 @@ If you find this project useful in your research and wish to cite it, please use
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  ```
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  ## Contact & Support My Work
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  G Bayu ([email protected])
 
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  ```
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+ [SELFIES](https://doi.org/10.1088/2632-2153/aba947)
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+ ```bibtex
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+ @article{krenn2020selfies,
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+ title={Self-referencing embedded strings (SELFIES): A 100\% robust molecular string representation},
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+ author={Krenn, Mario and H{\"a}se, Florian and Nigam, AkshatKumar and Friederich, Pascal and Aspuru-Guzik, Alan},
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+ journal={Machine Learning: Science and Technology},
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+ volume={1},
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+ number={4},
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+ pages={045024},
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+ year={2020},
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+ doi={10.1088/2632-2153/aba947}
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+ }
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+ ```
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+
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+ [Ranger21](https://arxiv.org/abs/2106.13731)
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+ ```bibtex
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+ @article{wright2021ranger21,
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+ title={Ranger21: a synergistic deep learning optimizer},
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+ author={Wright, Less and Demeure, Nestor},
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+ year={2021},
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+ journal={arXiv preprint arXiv:2106.13731},
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+ }
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+ ```
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+
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  ## Contact & Support My Work
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  G Bayu ([email protected])