From 2adf1f454d3612ced6b2b6432caadd1f7e0a56cf Mon Sep 17 00:00:00 2001
From: martinachondo <acho.martin@gmail.com>
Date: Tue, 22 Oct 2024 17:15:18 -0300
Subject: [PATCH] readme

---
 README.md | 11 +++++------
 1 file changed, 5 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 1b8d19b..7b77513 100644
--- a/README.md
+++ b/README.md
@@ -186,11 +186,10 @@ All input files and scripts to reproduce the results are available in the [Paper
 If you find this project useful for your research or work, please consider citing it. Here is an example BibTeX entry:
 
 ```bibtex
-@misc{XPPBE,
-  author    = {Martín Achondo},
-  title     = {{XPPBE: PINN for PBE}},
-  howpublished = {GitHub repository},
-  year      = {2024},
-  url       = {https://github.com/MartinAchondo/XPPBE},
+@article{achondo2024investigation,
+  title={An Investigation of Physics Informed Neural Networks to solve the Poisson-Boltzmann Equation in Molecular Electrostatics},
+  author={Achondo, Martin A and Chaudhry, Jehanzeb H and Cooper, Christopher D},
+  journal={arXiv preprint arXiv:2410.12810},
+  year={2024}
 }
 ```