diff --git a/README.md b/README.md
index 6f91775..c21fa1c 100644
--- a/README.md
+++ b/README.md
@@ -8,7 +8,7 @@
   <a href="https://www.cs.utoronto.ca/~fidler/" target="_blank">Sanja&nbsp;Fidler</a> &emsp; <b>&middot;</b> &emsp;
   <a href="https://karstenkreis.github.io/" target="_blank">Karsten&nbsp;Kreis</a>
   <br> <br>
-  <a href="https://arxiv.org/abs/xxx" target="_blank">Paper</a> &emsp;
+  <a href="https://arxiv.org/abs/2210.06978" target="_blank">Paper</a> &emsp;
   <a href="https://nv-tlabs.github.io/LION" target="_blank">Project&nbsp;Page</a> 
 </div>
 <br><br>
@@ -17,4 +17,4 @@
 <br><br>
 <p align="center">
     <img width="750" alt="Animation" src="assets/animation.gif"/>
-</p>
\ No newline at end of file
+</p>