Update index.md

Author: callmespring

index.md

@@ -28,11 +28,11 @@ My email <c.shi7@lse.ac.uk>. My [GitHub](https://github.com/callmespring).
 
 ### News
 
-- **August 2025**: Talk @ *JSM* on **Doubly Robust Fine-Tuning**.
+- **August 2025**: Talk @ *JSM* on **Doubly Robust LLM Fine-Tuning**.
 - **July 2025**: RL short course at Renmin University, Shandong University, and Capital Normal University ([Slides](https://github.com/callmespring/RL-short-course)).
 - **July 2025**: Talk @ Tsinghua Statistics + AI Frontier Summit, JCSDS, SUFE. 
 - **June 29, 2025**: Talk @ ICSA, Zhuhai, China.
-  * Erhan will present our paper on **Doubly Robust Fine-Tuning** on my behalf ([Slides](https://callmespring.github.io/slides/DRPO.pdf))
+  * Erhan will present our [paper](https://arxiv.org/pdf/2506.01183) on **Doubly Robust LLM Fine-Tuning** on my behalf ([Slides](https://callmespring.github.io/slides/DRPO.pdf))
   * Jin will present our work on LLM detection
 - **June 21, 2025**: Hongyi will present our work on LLM detection @ 狗熊会
 - **May 2025**: *Four* papers accepted to *ICML 2025*. Congratulations to all co-authors!