diff --git a/README.md b/README.md
index 8d1862f..2530571 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
-# Transformers are Sample Efficient World Models (IRIS)
+# Transformers are Sample-Efficient World Models (IRIS)
 
-[Transformers are Sample Efficient World Models](https://arxiv.org/abs/2209.00588) <br>
+[Transformers are Sample-Efficient World Models](https://openreview.net/forum?id=vhFu1Acb0xb) <br>
 [Vincent Micheli](https://vmicheli.github.io)\*, [Eloi Alonso](https://eloialonso.github.io)\*, [François Fleuret](https://fleuret.org/francois/) <br>
 \* Denotes equal contribution
 
@@ -22,11 +22,13 @@
 If you find this code or paper useful, please use the following reference:
 
 ```
-@article{iris2022,
-  title={Transformers are Sample Efficient World Models},
-  author={Micheli, Vincent and Alonso, Eloi and Fleuret, François},
-  journal={arXiv preprint arXiv:2209.00588},
-  year={2022}
+@inproceedings{
+  iris2023,
+  title={Transformers are Sample-Efficient World Models},
+  author={Vincent Micheli and Eloi Alonso and Fran{\c{c}}ois Fleuret},
+  booktitle={The Eleventh International Conference on Learning Representations },
+  year={2023},
+  url={https://openreview.net/forum?id=vhFu1Acb0xb}
 }
 ```