diff --git a/analysis/inference.rst b/analysis/inference.rst
index 109709f494e4e6889c0d931b0f04e9712577b4d0..8c02bb51e0127e0547ba97c544a66b889da3cc2a 100644
--- a/analysis/inference.rst
+++ b/analysis/inference.rst
@@ -71,4 +71,4 @@ for different search pipelines:
 
 .. [#MLEMBright]
    Chatterjee, D., Ghosh, S., Brady, P. R., et al. 2020, |ApJ|,
-   :arXiv:`1911.00116`
+   :doi:`10.3847/1538-4357/ab8dbe`