Add paper link, code link, and citation

This PR adds the paper link, the code repository link, and the citation to the dataset card.

README.md

@@ -11,14 +11,16 @@ configs:
   data_files: data/*/*.parquet
 ---
 
-This dataset was created using [LeRobot](https://github.com/huggingface/lerobot).
+This dataset is the partial release of **US-VLA-Data** from the paper [US-VLA: An Ultrasound Vision-Language-Action Model for Embodied Abdominal Scanning](https://huggingface.co/papers/2608.16074). It consists of expert scanning trajectories for liver and kidney examinations, captured on a UR robot with three camera views (side, wrist, and ultrasound).
 
-## Dataset Description
+Code: [https://github.com/VMVLab/US-VLA](https://github.com/VMVLab/US-VLA)
 
+This dataset was created using [LeRobot](https://github.com/huggingface/lerobot).
 
+## Dataset Description
 
 - **Homepage:** [More Information Needed]
-- **Paper:** [More Information Needed]
+- **Paper:** [US-VLA: An Ultrasound Vision-Language-Action Model for Embodied Abdominal Scanning](https://huggingface.co/papers/2608.16074)
 - **License:** apache-2.0
 
 ## Dataset Structure
@@ -180,11 +182,14 @@ This dataset was created using [LeRobot](https://github.com/huggingface/lerobot)
 }
 ```
 
-
 ## Citation
 
 **BibTeX:**
 
 ```bibtex
-[More Information Needed]
+@inproceedings{usvla2026,
+  title     = {US-VLA: An Ultrasound Vision-Language-Action Model for Embodied Abdominal Scanning},
+  booktitle = {Proceedings of the 34th ACM International Conference on Multimedia (ACM MM)},
+  year      = {2026},
+}
 ```