diff --git a/README.rst b/README.rst
index cd80d53..c5d5f2c 100644
--- a/README.rst
+++ b/README.rst
@@ -221,14 +221,16 @@ Citing PyKoopman
 
 .. code-block:: text
 
-    @misc{pan2023pykoopman,
-          title={PyKoopman: A Python Package for Data-Driven Approximation of the Koopman Operator},
-          author={Shaowu Pan and Eurika Kaiser and Brian M. de Silva and J. Nathan Kutz and Steven L. Brunton},
-          year={2023},
-          eprint={2306.12962},
-          archivePrefix={arXiv},
-          primaryClass={eess.SY}
-    }
+    @article{Pan2024, doi = {10.21105/joss.05881}, 
+    url = {https://doi.org/10.21105/joss.05881}, 
+    year = {2024}, 
+    publisher = {The Open Journal}, 
+    volume = {9}, 
+    number = {94}, 
+    pages = {5881}, 
+    author = {Shaowu Pan and Eurika Kaiser and Brian M. de Silva and J. Nathan Kutz and Steven L. Brunton}, 
+    title = {PyKoopman: A Python Package for Data-Driven Approximation of the Koopman Operator}, 
+    journal = {Journal of Open Source Software}}
 
 Related packages
 ----------------