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@@ -551,19 +551,19 @@ <h2>This paper is an extension of <a href="https://xdimlab.github.io/hugs_websit
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-<!-- <section class="section" id="BibTeX">
+<section class="section" id="BibTeX">
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     <h2 class="title">BibTeX</h2>
-    <pre><code>@InProceedings{Zhou_2024_CVPR,
-      author    = {Zhou, Hongyu and Shao, Jiahao and Xu, Lu and Bai, Dongfeng and Qiu, Weichao and Liu, Bingbing and Wang, Yue and Geiger, Andreas and Liao, Yiyi},
-      title     = {HUGS: Holistic Urban 3D Scene Understanding via Gaussian Splatting},
-      booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
-      month     = {June},
-      year      = {2024},
-      pages     = {21336-21345}
-  }</code></pre>
+    <pre><code>
+      @article{zhou2024hugsim,
+        title={HUGSIM: A Real-Time, Photo-Realistic and Closed-Loop Simulator for Autonomous Driving},
+        author={Zhou, Hongyu and Lin, Longzhong and Wang, Jiabao and Lu, Yichong and Bai, Dongfeng and Liu, Bingbing and Wang, Yue and Geiger, Andreas and Liao, Yiyi},
+        journal={arXiv preprint arXiv:2412.01718},
+        year={2024}
+      }
+    </code></pre>
   </div>
-</section> -->
+</section>
 
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