diff --git a/README.md b/README.md
index 09d1d80..7baa84d 100644
--- a/README.md
+++ b/README.md
@@ -75,15 +75,13 @@ Fully Parametric Survival Regression and
 Representation Learning for Censored Data with Competing Risks. (2021)](https://arxiv.org/abs/2003.01176)</a>
 
 ```
-  @article{nagpal2021deep,
-    author={C. {Nagpal} and X. R. {Li} and A. {Dubrawski}},
-    journal={IEEE Journal of Biomedical and Health Informatics}, 
-    title={Deep Survival Machines: Fully Parametric Survival Regression and Representation Learning for Censored Data with Competing Risks}, 
-    year={2021},
-    volume={},
-    number={},
-    pages={1-1},
-    doi={10.1109/JBHI.2021.3052441}}
+  @article{nagpal2020deep,
+  title={Deep Survival Machines: Fully Parametric Survival Regression and\
+  Representation Learning for Censored Data with Competing Risks},
+  author={Nagpal, Chirag and Li, Xinyu and Dubrawski, Artur},
+  journal={arXiv preprint arXiv:2003.01176},
+  year={2020}
+  }
 ```
 
 Compatibility