Update README.md

README.md

@@ -27,7 +27,10 @@ Canada
 
 <p align="center"><img src="nutrition-label.png" alt="nutrition label for SR-CACO-2 dataset" width="80%"></p>
 
-## ArXiv: [xxxx.xxxxx](https://arxiv.org/pdf/2406.09168.pdf)
+## ArXiv: [2406.09168](https://arxiv.org/pdf/2406.09168.pdf)
+
+[![arXiv](https://img.shields.io/badge/arXiv-2406.09168-b31b1b.svg)](https://arxiv.org/abs/2406.09168)
+
 ## Github: [https://github.com/sbelharbi/sr-caco-2](https://github.com/sbelharbi/sr-caco-2)
 
 
@@ -67,7 +70,7 @@ available: https://github.com/sbelharbi/sr-caco-2.
   title={SR-CACO-2: A Dataset for Confocal Fluorescence Microscopy Image Super-Resolution},
   author={Belharbi, S. and Hoang, P. and Whitford, M. and Murtaza, S. and McCaffrey, L. and Granger, E.},
   journal={CoRR},
-  volume={abs/xxxx.xxxxx},
+  volume={abs/2406.09168},
   year={2024}
 }
 ```