Update README.md

README.md

@@ -11,7 +11,7 @@ pretty_name: medea_db
 **MEDEA-DB** is the curated data and model release accompanying **Medea: An AI agent for therapeutic reasoning across biological contexts**. It contains the databases, pre-trained embeddings, and model checkpoints used by Medea across its tool space.
 
 🔗 **Links**
-- 📄 **Paper (bioRxiv):** https://www.biorxiv.org/content/10.1101/2025.06.XXXXXX  <!-- replace with the DOI on your Version 2 submission page (BIORXIV/2025/696667) -->
+- 📄 **Paper (bioRxiv):** https://www.biorxiv.org/content/10.64898/2026.01.16.696667  <!-- replace with the DOI on your Version 2 submission page (BIORXIV/2025/696667) -->
 - 💻 **Code (GitHub):** https://github.com/mims-harvard/Medea
 - 🌐 **Project website:** https://medea.openscientist.ai
 - 🧬 **Yeast E-MAP screen (Figshare):** https://doi.org/10.6084/m9.figshare.32782446
@@ -81,7 +81,7 @@ If you use MEDEA-DB or Medea in your work, please cite:
 	title = {Medea: An AI agent for therapeutic reasoning across biological contexts},
 	year = {2026},
 	doi = {10.64898/2026.01.16.696667},
-	URL = {https://www.biorxiv.org/content/early/2026/07/16/2026.01.16.696667},
+	URL = {https://www.biorxiv.org/content/10.64898/2026.01.16.696667},
 	journal = {bioRxiv}
 }
 ```