Update app.py

app.py

@@ -315,10 +315,10 @@ with gr.Blocks() as demo:
     gr.Markdown("""
     **If you find this tool useful, please consider citing:**
 
-    1. A Deep Learning-Based Pipeline for Longitudinal White Matter Lesion Segmentation Using Diverse FLAIR Images  
-   F. La Rosa, J. Dos Santos Silva, W. A. Mullins, H. Greenspan, J. F. Sumowski, D. S. Reich, & E. S. Beck.  
-   *ACTRIMS Forum 2023. Multiple Sclerosis Journal.* 2023;29(2_suppl):18-242.  
-   DOI: [10.1177/13524585231169437](https://doi.org/10.1177/13524585231169437)
+    1. FLAMeS: A Robust Deep Learning Model for Automated Multiple Sclerosis Lesion Segmentation  
+   Dereskewicz, E., La Rosa, F., dos Santos Silva, J., Sizer, E., Kohli, A., Wynen, M., ... & Beck, E. S.
+   *medRxiv (2025)  
+   DOI: [10.1177/13524585231169437](https://doi.org/10.1101/2025.05.19.25327707)
 
     2. nnU-Net: A Self-Configuring Method for Deep Learning-Based Biomedical Image Segmentation  
    F. Isensee, P. F. Jaeger, S. A. Kohl, J. Petersen, & K. H. Maier-Hein.