diff --git a/README.md b/README.md
index daa511c..8a80c7e 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # Ctrl-X: Controlling Structure and Appearance for Text-To-Image Generation Without Guidance
 
-<a href="https://github.com/genforce/ctrl-x"><img src="https://img.shields.io/badge/arXiv-Paper-red"></a> 
+<a href="https://arxiv.org/abs/2406.07540"><img src="https://img.shields.io/badge/arXiv-Paper-red"></a> 
 <a href="https://genforce.github.io/ctrl-x"><img src="https://img.shields.io/badge/Project-Page-yellow"></a>
 [![GitHub](https://img.shields.io/github/stars/genforce/ctrl-x?style=social)](https://github.com/genforce/ctrl-x)
 
@@ -15,10 +15,12 @@ Code release is coming soon!
 ## Reference 
 
 ```bibtex
-@article{lin2024ctrlx,
-  title   = {Ctrl-X: Controlling Structure and Appearance for Text-To-Image Generation Without Guidance},
-  author  = {Lin, {Kuan Heng} and Mo, Sicheng and Klingher, Ben and Mu, Fangzhou and Zhou, Bolei},
-  journal = {arXiv preprint arXiv:[numbers]},
-  year    = {2024}
+@misc{lin2024ctrlx,
+    title = {Ctrl-X: Controlling Structure and Appearance for Text-To-Image Generation Without Guidance}, 
+    author = {Lin, {Kuan Heng} and Mo, Sicheng and Klingher, Ben and Mu, Fangzhou and Zhou, Bolei},
+    year = {2024},
+    eprint = {2406.07540},
+    archivePrefix = {arXiv},
+    primaryClass = {cs.CV}
 }
 ```
diff --git a/docs/index.html b/docs/index.html
index e25c60a..ce6b3e5 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -45,7 +45,7 @@
     *Equal contribution
   </div>
   <div class="link">
-    <a href="#" target="_blank">[Paper]</a>&nbsp;&nbsp;&nbsp;
+    <a href="https://arxiv.org/abs/2406.07540" target="_blank">[Paper]</a>&nbsp;&nbsp;&nbsp;
     <a href="#" target="_blank">[Code (coming soon!)]</a>
   </div>
   <div class="teaser">
@@ -128,11 +128,13 @@
 <div class="section">
   <div class="bibtex">BibTeX</div>
 <pre>
-@article{lin2024ctrlx,
-  title   = {Ctrl-X: Controlling Structure and Appearance for Text-To-Image Generation Without Guidance},
-  author  = {Lin, {Kuan Heng} and Mo, Sicheng and Klingher, Ben and Mu, Fangzhou and Zhou, Bolei},
-  journal = {arXiv preprint arXiv:[numbers]},
-  year    = {2024}
+@misc{lin2024ctrlx,
+    title = {Ctrl-X: Controlling Structure and Appearance for Text-To-Image Generation Without Guidance}, 
+    author = {Lin, {Kuan Heng} and Mo, Sicheng and Klingher, Ben and Mu, Fangzhou and Zhou, Bolei},
+    year = {2024},
+    eprint = {2406.07540},
+    archivePrefix = {arXiv},
+    primaryClass = {cs.CV}
 }
 </pre>