diff --git a/docs/source/index.rst b/docs/source/index.rst
index 5722288d..f8b766dc 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -18,13 +18,14 @@ Citing this work
 
 ::
 
-   @article{duterrailfedeca2023,
-   title={FedECA: A Federated External Control Arm Method for Causal Inference with Time-To-Event Data in Distributed Settings},
-   author={Ogier du Terrail, Jean and Klopfenstein, Quentin and Li Honghao and Mayer, Imke and Loiseau, Nicolas and Hallal Mohammad and Balazard, Félix and Andreux, Mathieu},
-   year={2023},
-   doi = {no.doi.yet},
-   journal={arXiv},
-   }
+@misc{terrail2023fedeca,
+      title={FedECA: A Federated External Control Arm Method for Causal Inference with Time-To-Event Data in Distributed Settings}, 
+      author={Jean Ogier du Terrail and Quentin Klopfenstein and Honghao Li and Imke Mayer and Nicolas Loiseau and Mohammad Hallal and Félix Balazard and Mathieu Andreux},
+      year={2023},
+      eprint={2311.16984},
+      archivePrefix={arXiv},
+      primaryClass={stat.ME}
+}
 
 License
 -------