update iros info

Author: Song-Jingyu

docs/index.html

@@ -90,7 +90,7 @@
            <!-- use smaller title size -->
           <h1 class="title is-3 publication-title">OceanSim: A GPU-Accelerated Underwater Robot Perception Simulation Framework</h1>
           <h2 class="subtitle is-4" style="margin-bottom:0.15em;">
-            Beta Release Available Now
+            IROS 2025
           </h2>
           <!-- Featured by NVIDIA Robotics -->
           <!-- pull this up right under the subtitle -->
@@ -430,14 +430,13 @@ <h2 class="title is-3">Results</h2>
 <section class="section" id="BibTeX">
   <div class="container is-max-desktop content">
     <h2 class="title">BibTeX</h2>
-    <pre><code>@misc{song2025oceansim,
+    <pre><code>@inproceedings{song2025oceansim,
       title={OceanSim: A GPU-Accelerated Underwater Robot Perception Simulation Framework}, 
       author={Jingyu Song and Haoyu Ma and Onur Bagoren and Advaith V. Sethuraman and Yiting Zhang and Katherine A. Skinner},
       year={2025},
-      eprint={2503.01074},
-      archivePrefix={arXiv},
-      primaryClass={cs.RO},
-      url={https://arxiv.org/abs/2503.01074}, 
+      booktitle={2025 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
+      year={2025},
+      organization={IEEE}
 }</code></pre>
   </div>
 </section>