Update README.md

README.md

@@ -26,7 +26,7 @@ extra_gated_prompt: >-
 <p align="center">
   <a href="https://www.raidium.eu/blog/curia-2-foundation-model/"><b>🌐 Blog Post</b></a> |
   <a href="https://huggingface.co/raidium/curia"><b> 🤗 Original Curia</b></a> |
-  <a href="https://arxiv.org/abs/2509.06830"><b>📄 Curia Paper Link</b></a>
+  <a href="https://arxiv.org/abs/2604.01987"><b>📄 Curia Paper Link</b></a>
 </p>
 <h2>
 <p align="center">
@@ -86,10 +86,13 @@ https://huggingface.co/raidium/curia/blob/main/LICENSE
 ## Cite our paper
 
 ```
-@article{dancette2025curia,
-  title={Curia: A Multi-Modal Foundation Model for Radiology},
-  author={Dancette, Corentin and Khlaut, Julien and Saporta, Antoine and Philippe, Helene and Ferreres, Elodie and Callard, Baptiste and Danielou, Th{\'e}o and Alberge, L{\'e}o and Machado, L{\'e}o and Tordjman, Daniel and others},
-  journal={arXiv preprint arXiv:2509.06830},
-  year={2025}
+@article{saporta2026curia2,
+      title={Curia-2: Scaling Self-Supervised Learning for Radiology Foundation Models}, 
+      author={Antoine Saporta and Baptiste Callard and Corentin Dancette and Julien Khlaut and Charles Corbière and Leo Butsanets and Amaury Prat and Pierre Manceron},
+      year={2026},
+      eprint={2604.01987},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2604.01987}, 
 }
 ```