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@@ -37,9 +37,12 @@ The afformentioned ARAR scripts include code that generates GIF animations and f
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  ```bibtex
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  @article{berkovich2024lifegpt,
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- title={LifeGPT: Topology-Agnostic Generative Pretrained Transformer Model for Cellular Automata},
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- author={Berkovich, Jaime A. and Buehler, Markus J.},
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- journal={Preprint},
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- year={2024},
 
 
 
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  }
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  ```
 
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  ```bibtex
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  @article{berkovich2024lifegpt,
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+ title={LifeGPT: Topology-Agnostic Generative Pretrained Transformer Model for Cellular Automata},
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+ author={Jaime A. Berkovich and Markus J. Buehler},
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+ year={2024},
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+ eprint={2409.12182},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.AI},
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+ url={https://arxiv.org/abs/2409.12182},
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  }
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  ```