ChatterjeeLab
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PeptiVerse

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@@ -2,7 +2,7 @@
 license: cc-by-nc-nd-4.0
 ---
-![Untitled design (3)](https://cdn-uploads.huggingface.co/production/uploads/64cd5b3f0494187a9e8b7c69/bpOe1xggl9lw90JMi3VsC.png)
 # PeptiVerse 🧬🌌
@@ -443,15 +443,12 @@ Bug loading transformer half-life model now, will fix soon.
 If you find this repository helpful for your publications, please consider citing our paper:
 ```
-@article {Zhang2025.12.31.697180,
 	author = {Zhang, Yinuo and Tang, Sophia and Chen, Tong and Mahood, Elizabeth and Vincoff, Sophia and Chatterjee, Pranam},
 	title = {PeptiVerse: A Unified Platform for Therapeutic Peptide Property Prediction},
-	elocation-id = {2025.12.31.697180},
 	year = {2026},
 	doi = {10.64898/2025.12.31.697180},
-	publisher = {Cold Spring Harbor Laboratory},
-	URL = {https://www.biorxiv.org/content/early/2026/01/03/2025.12.31.697180},
-	eprint = {https://www.biorxiv.org/content/early/2026/01/03/2025.12.31.697180.full.pdf},
 	journal = {bioRxiv}
 }
 ```

 license: cc-by-nc-nd-4.0
 ---
+![Overview of PeptiVerse](peptiverse-cover.png)
 # PeptiVerse 🧬🌌
 If you find this repository helpful for your publications, please consider citing our paper:
 ```
+@article {zhang2025peptiverse,
 	author = {Zhang, Yinuo and Tang, Sophia and Chen, Tong and Mahood, Elizabeth and Vincoff, Sophia and Chatterjee, Pranam},
 	title = {PeptiVerse: A Unified Platform for Therapeutic Peptide Property Prediction},
 	year = {2026},
 	doi = {10.64898/2025.12.31.697180},
+	URL = {https://doi.org/10.64898/2025.12.31.697180},
 	journal = {bioRxiv}
 }
 ```