diff --git a/README.md b/README.md
index 86fafbc..f5990b4 100644
--- a/README.md
+++ b/README.md
@@ -137,7 +137,8 @@ computations. Again, see the [docs](https://thebuckleylab.github.io/jpc/)
 for details.
 
 ## 📄 Citation
-If you found this library useful in your work, please cite (arXiv link):
+If you found this library useful in your work, please cite (
+[arXiv link](https://arxiv.org/abs/2412.03676)):
 
 ```bibtex
 @article{innocenti2024jpc,
diff --git a/docs/index.md b/docs/index.md
index e99975e..729fc13 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -115,7 +115,8 @@ which can be embedded in a jitted function with any other additional
 computations.
 
 ## 📄 Citation
-If you found this library useful in your work, please cite (arXiv link):
+If you found this library useful in your work, please cite (
+[arXiv link](https://arxiv.org/abs/2412.03676)):
 
 ```bibtex
 @article{innocenti2024jpc,