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add manuscript link

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@@ -5,7 +5,7 @@ license: apache-2.0
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  # MaxToki
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  MaxToki is a temporal AI model for predicting the drivers of cell state progression over time, providing a generalizable framework to decode and control dynamic cellular trajectories.
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- - See [our manuscript](https://www.biorxiv.org/content/xxxx.pdf) for details.
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  - See [NVIDIA Digital Bio](https://github.com/NVIDIA-Digital-Bio/MaxToki) for related training and inference code.
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  # Model Description
 
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  # MaxToki
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  MaxToki is a temporal AI model for predicting the drivers of cell state progression over time, providing a generalizable framework to decode and control dynamic cellular trajectories.
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+ - See [our manuscript](https://www.biorxiv.org/content/10.64898/2026.03.30.715396v1.full.pdf) for details.
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  - See [NVIDIA Digital Bio](https://github.com/NVIDIA-Digital-Bio/MaxToki) for related training and inference code.
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  # Model Description