diff --git a/README.md b/README.md
index 94a17a9..86fafbc 100644
--- a/README.md
+++ b/README.md
@@ -141,11 +141,10 @@ If you found this library useful in your work, please cite (arXiv link):
 
 ```bibtex
 @article{innocenti2024jpc,
-    title={JPC: Flexible Inference for Predictive Coding Networks in JAX},
-    author={Innocenti, Francesco and Kinghorn, Paul and Yun-Farmbrough, Will 
-    and Singh, Ryan and De Llanza Varona, Miguel and Buckley, Christopher},
-    journal={arXiv preprint},
-    year={2024}
+  title={JPC: Flexible Inference for Predictive Coding Networks in JAX},
+  author={Innocenti, Francesco and Kinghorn, Paul and Yun-Farmbrough, Will and Varona, Miguel De Llanza and Singh, Ryan and Buckley, Christopher L},
+  journal={arXiv preprint arXiv:2412.03676},
+  year={2024}
 }
 ```
 Also consider starring the repo! ⭐️ 
diff --git a/docs/index.md b/docs/index.md
index a4a4c92..e99975e 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -119,11 +119,10 @@ If you found this library useful in your work, please cite (arXiv link):
 
 ```bibtex
 @article{innocenti2024jpc,
-    title={JPC: Flexible Inference for Predictive Coding Networks in JAX},
-    author={Innocenti, Francesco and Kinghorn, Paul and Yun-Farmbrough, Will 
-    and Singh, Ryan and De Llanza Varona, Miguel and Buckley, Christopher},
-    journal={arXiv preprint},
-    year={2024}
+  title={JPC: Flexible Inference for Predictive Coding Networks in JAX},
+  author={Innocenti, Francesco and Kinghorn, Paul and Yun-Farmbrough, Will and Varona, Miguel De Llanza and Singh, Ryan and Buckley, Christopher L},
+  journal={arXiv preprint arXiv:2412.03676},
+  year={2024}
 }
 ```
 Also consider starring the project [on GitHub](https://github.com/thebuckleylab/jpc)! ⭐️