diff --git a/README.md b/README.md
index 5051eea..ded09ec 100644
--- a/README.md
+++ b/README.md
@@ -14,21 +14,17 @@ pip install -e .
 ```
 pre-commit install
 ```
----
-![alt text](https://i.ibb.co/YQ9Bqpt/transformation.png)*<p align="center">Example of transformed boundaries respect to t meshed with 3,249 vertices.</p>*
 
 ## Cite this work: 
 
 If you use this data or code for academic research, you are encouraged to cite the following paper:
 
 ```
-@article{xx,
-  title   = {xx},
-  author  = {xx},
-  journal = {xx},
-  volume  = {xx},
-  pages   = {xx},
-  year    = {xx}
+@article{escapil2023shape,
+  title={Shape Uncertainty Quantification for Electromagnetic Wave Scattering via First-Order Sparse Boundary Element Approximation},
+  author={Escapil-Inchausp{\'e}, Paul and Jerez-Hanckes, Carlos},
+  journal={arXiv preprint arXiv:2308.01457},
+  year={2023}
 }
 ```