added preprint cite

Author: quentinblampey

README.md

@@ -70,6 +70,15 @@ model.assign_domains(adata)
 
 ## Cite us
 
+You can cite our [preprint](https://www.biorxiv.org/content/10.1101/2024.09.09.612009v1) as below:
+
 ```txt
-TODO: submit preprint (coming soon)
+@article{blampeyNovae2024,
+  title = {Novae: A Graph-Based Foundation Model for Spatial Transcriptomics Data},
+  author = {Blampey, Quentin and Benkirane, Hakim and Bercovici, Nadege and Andre, Fabrice and Cournede, Paul-Henry},
+  year = {2024},
+  pages = {2024.09.09.612009},
+  publisher = {bioRxiv},
+  doi = {10.1101/2024.09.09.612009},
+}
 ```

docs/cite_us.md

@@ -1,10 +1,17 @@
-You can cite our preprint as below:
+You can cite our [preprint](https://www.biorxiv.org/content/10.1101/2024.09.09.612009v1) as below:
 
 ```txt
-TODO: submit preprint (coming soon)
+@article{blampeyNovae2024,
+  title = {Novae: A Graph-Based Foundation Model for Spatial Transcriptomics Data},
+  author = {Blampey, Quentin and Benkirane, Hakim and Bercovici, Nadege and Andre, Fabrice and Cournede, Paul-Henry},
+  year = {2024},
+  pages = {2024.09.09.612009},
+  publisher = {bioRxiv},
+  doi = {10.1101/2024.09.09.612009},
+}
 ```
 
-This library has been developed by Quentin Blampey, PhD student in Biomathematics / Deep Learning. The following institutions funded this work:
+This library has been developed by Quentin Blampey, PhD student in biomathematics and deep learning. The following institutions funded this work:
 
 - Lab of Mathematics and Computer Science (MICS), **CentraleSupélec** (Engineering School, Paris-Saclay University).
 - PRISM center, **Gustave Roussy Institute** (Cancer campus, Paris-Saclay University).