Update README.md

README.md

@@ -1,44 +1,44 @@
----
-license: mit
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-# Aux-Think: Exploring Reasoning Strategies for Data-Efficient Vision-Language Navigation
-
-<div align="center" class="authors">
-    <a href="https://scholar.google.com/citations?user=IYLvsCQAAAAJ&hl" target="_blank">Shuo Wang</a>,
-    <a href="https://yongcaiwang.github.io/" target="_blank">Yongcai Wang</a>,
-    <a>Wanting Li</a>,
-    <a href="https://scholar.google.com/citations?user=TkwComsAAAAJ&hl=en" target="_blank">Xudong Cai</a>, <br>
-    <text>Yucheng Wang</text>,
-    <text>Maiyue Chen</text>,
-    <text>Kaihui Wang</text>,
-    <a href="https://scholar.google.com/citations?user=HQfc8TEAAAAJ&hl=en" target="_blank">Zhizhong Su</a>,
-    <text>Deying Li</text>,
-    <a href="https://zhaoxinf.github.io/" target="_blank">Zhaoxin Fan</a>
-</div>
-
-
-<div align="center" style="line-height: 3;">
-  <a href="https://horizonrobotics.github.io/robot_lab/aux-think" target="_blank" style="margin: 2px;">
-    <img alt="Homepage" src="https://img.shields.io/badge/Homepage-green" style="display: inline-block; vertical-align: middle;"/>
-  </a>
-  <a href="https://arxiv.org/abs/2505.11886" target="_blank" style="margin: 2px;">
-    <img alt="Paper" src="https://img.shields.io/badge/Paper-Arxiv-red" style="display: inline-block; vertical-align: middle;"/>
-  </a>
-</div>
-
-## Introduction
-Aux-Think internalizes Chain-of-Thought (CoT) only during training, enabling efficient Vision-Language Navigation without explicit reasoning at inference, and achieving strong performance with minimal data.
-
-![](https://horizonrobotics.github.io/robot_lab/aux-think/stats/x3.png)
-
-
-## Citation
-
-```bibtex
-@article{wang2025think,
-  title={Aux-Think: Exploring Reasoning Strategies for Data-Efficient Vision-Language Navigation},
-  author={Wang, Shuo and Wang, Yongcai and Li, Wanting and Cai, Xudong and Wang, Yucheng and Chen, Maiyue and Wang, Kaihui and Su, Zhizhong and Li, Deying and Fan, Zhaoxin},
-  journal={arXiv preprint arXiv:2505.11886},
-  year={2025}
-}
+---
+license: mit
+---
+# Aux-Think: Exploring Reasoning Strategies for Data-Efficient Vision-Language Navigation
+
+<div align="center" class="authors">
+    <a href="https://scholar.google.com/citations?user=IYLvsCQAAAAJ&hl" target="_blank">Shuo Wang</a>,
+    <a href="https://yongcaiwang.github.io/" target="_blank">Yongcai Wang</a>,
+    <a>Wanting Li</a>,
+    <a href="https://scholar.google.com/citations?user=TkwComsAAAAJ&hl=en" target="_blank">Xudong Cai</a>, <br>
+    <a>Yucheng Wang</a>,
+    <a>Maiyue Chen</a>,
+    <a>Kaihui Wang</a>,
+    <a href="https://scholar.google.com/citations?user=HQfc8TEAAAAJ&hl=en" target="_blank">Zhizhong Su</a>,
+    <a>Deying Li</a>,
+    <a href="https://zhaoxinf.github.io/" target="_blank">Zhaoxin Fan</a>
+</div>
+
+
+<div align="center" style="line-height: 3;">
+  <a href="https://horizonrobotics.github.io/robot_lab/aux-think" target="_blank" style="margin: 2px;">
+    <img alt="Homepage" src="https://img.shields.io/badge/Homepage-green" style="display: inline-block; vertical-align: middle;"/>
+  </a>
+  <a href="https://arxiv.org/abs/2505.11886" target="_blank" style="margin: 2px;">
+    <img alt="Paper" src="https://img.shields.io/badge/Paper-Arxiv-red" style="display: inline-block; vertical-align: middle;"/>
+  </a>
+</div>
+
+## Introduction
+Aux-Think internalizes Chain-of-Thought (CoT) only during training, enabling efficient Vision-Language Navigation without explicit reasoning at inference, and achieving strong performance with minimal data.
+
+![](https://horizonrobotics.github.io/robot_lab/aux-think/stats/x3.png)
+
+
+## Citation
+
+```bibtex
+@article{wang2025think,
+  title={Aux-Think: Exploring Reasoning Strategies for Data-Efficient Vision-Language Navigation},
+  author={Wang, Shuo and Wang, Yongcai and Li, Wanting and Cai, Xudong and Wang, Yucheng and Chen, Maiyue and Wang, Kaihui and Su, Zhizhong and Li, Deying and Fan, Zhaoxin},
+  journal={arXiv preprint arXiv:2505.11886},
+  year={2025}
+}
 ```