diff --git a/README.md b/README.md
index c243dcd..ad889f9 100644
--- a/README.md
+++ b/README.md
@@ -44,8 +44,8 @@ They are good starting points for you to understand how to use the models.
 In the "doc" folder, you can find the working paper that comprehensively introduces the FLEX modeling suite. 
 Until it is published, we suggest to use the following citation:
 
-> Yu, S.; Mascherbauer, P.; Haupt, T.; Skrona, K.; Rickmann, H.; Kochański, M.; Kranzl, L.; (2023). 
-Modeling households’ behavior, energy system operation, and interaction in the energy community. (Working Paper)
+> Yu, S.; Mascherbauer, P.; Haupt, T.; Skrona, K.; Rickmann, H.; Kochański, M.; Kranzl, L.; (2024). 
+Modeling households’ behavior, energy system operation, andinteraction in the energy community. doi: 10.2139/ssrn.4992581
 
 ## Lisence