diff --git a/README.md b/README.md
index c5ee12ce..fbcf1c7d 100644
--- a/README.md
+++ b/README.md
@@ -487,11 +487,15 @@ as `on_batch_collected`, `on_train_end`, and `on_evaluation_end`.
 If you use BenchMARL in your research please use the following BibTeX entry:
 
 ```BibTeX
-@article{bettini2023benchmarl,
-      title={BenchMARL: Benchmarking Multi-Agent Reinforcement Learning},
-      author={Matteo Bettini and Amanda Prorok and Vincent Moens},
-      year={2023},
-      journal={arXiv preprint arXiv:2312.01472},
+@article{bettini2024benchmarl,
+  author  = {Matteo Bettini and Amanda Prorok and Vincent Moens},
+  title   = {BenchMARL: Benchmarking Multi-Agent Reinforcement Learning},
+  journal = {Journal of Machine Learning Research},
+  year    = {2024},
+  volume  = {25},
+  number  = {217},
+  pages   = {1--10},
+  url     = {http://jmlr.org/papers/v25/23-1612.html}
 }
 ```
 
diff --git a/docs/source/usage/citing.rst b/docs/source/usage/citing.rst
index e1a9f26d..81c7d017 100644
--- a/docs/source/usage/citing.rst
+++ b/docs/source/usage/citing.rst
@@ -6,9 +6,13 @@ If you use BenchMARL in your research please use the following BibTeX entry:
 
 .. code-block:: bibtex
 
-    @article{bettini2023benchmarl,
-      title={BenchMARL: Benchmarking Multi-Agent Reinforcement Learning},
-      author={Matteo Bettini and Amanda Prorok and Vincent Moens},
-      year={2023},
-      journal={arXiv preprint arXiv:2312.01472},
+    @article{bettini2024benchmarl,
+      author  = {Matteo Bettini and Amanda Prorok and Vincent Moens},
+      title   = {BenchMARL: Benchmarking Multi-Agent Reinforcement Learning},
+      journal = {Journal of Machine Learning Research},
+      year    = {2024},
+      volume  = {25},
+      number  = {217},
+      pages   = {1--10},
+      url     = {http://jmlr.org/papers/v25/23-1612.html}
     }