diff --git a/README.md b/README.md
index bafaf72..fab24ee 100644
--- a/README.md
+++ b/README.md
@@ -55,7 +55,11 @@ If you found a bug, please use the [issue tracker][issue-tracker].
 
 ## Citation
 
-> t.b.a
+> **Multimodal Weakly Supervised Learning to Identify Disease-Specific Changes in Single-Cell Atlases**
+>
+> Anastasia Litinetskaya, Maiia Shulman, Soroor Hediyeh-zadeh, Amir Ali Moinfar, Fabiola Curion, Artur Szalata, Alireza Omidi, Mohammad Lotfollahi, and Fabian J. Theis. 
+> 2024. bioRxiv. https://doi.org/10.1101/2024.07.29.605625.
+
 
 ## Reproducibility