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@@ -31,7 +31,7 @@ from tdc.resource.pinnacle import PINNACLE
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  pinnacle = PINNACLE()
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  embeds = pinnacle.get_embeds()
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  ```
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- We share here also code used to benchmark PINNACLE on the TDC.scDTI task.
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  https://colab.research.google.com/drive/14WeNbDNyDi_45hFayBMtt2MBOvhyRRvy?usp=sharing
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  ## TDC Citation
@@ -46,6 +46,14 @@ url={https://openreview.net/forum?id=kL8dlYp6IM}
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  }
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  ```
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- ## References
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- * Dataset entry in Therapeutics Data Commons, https://tdcommons.ai/multi_pred_tasks/scdti/
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- * Li, Michelle, et al. “Contextual AI models for single-cell protein biology” Nature Methods (2024)
 
 
 
 
 
 
 
 
 
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  pinnacle = PINNACLE()
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  embeds = pinnacle.get_embeds()
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  ```
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+ We also share here the code used to benchmark PINNACLE on the TDC.scDTI task.
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  https://colab.research.google.com/drive/14WeNbDNyDi_45hFayBMtt2MBOvhyRRvy?usp=sharing
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  ## TDC Citation
 
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  }
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  ```
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+ ## Additional Citations
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+ * Li, Michelle, et al. “Contextual AI models for single-cell protein biology” Nature Methods (2024)
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+
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+ ## Model Homepage
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+ https://huggingface.co/spaces/michellemli/PINNACLE
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+
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+ ## Model Github
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+ https://github.com/mims-harvard/PINNACLE
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+
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+ ## Dataset
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+ Dataset entry in Therapeutics Data Commons for single-cell drug-target nomination https://tdcommons.ai/multi_pred_tasks/scdti/