Update README.md

README.md

@@ -7,7 +7,7 @@ license: apache-2.0
 
 
 
-[📚 Paper](TODO) - [🤖 GitHub](https://github.com/visurg-ai/surg-3m) 
+[📚 Paper](https://arxiv.org/abs/2503.19740) - [🤖 GitHub](https://github.com/visurg-ai/surg-3m) 
 
 
 <div align="center">
@@ -15,7 +15,7 @@ license: apache-2.0
 </div>
 
 
-This is the official Hugging Face repository for the paper [Surg-3M: A Dataset and Foundation Model for Perception in Surgical Settings](TODO).
+This is the official Hugging Face repository for the paper [Surg-3M: A Dataset and Foundation Model for Perception in Surgical Settings](https://arxiv.org/abs/2503.19740).
 
 This repository provides open access to the *Surg-FM* foundation model. For the *Surg-3M* dataset and our code, please see our at our GitHub repository at [🤖 Github](https://github.com/visurg-ai/surg-3m) .
 
@@ -28,9 +28,8 @@ If you use our dataset, model, or code in your research, please cite our paper:
 ```
 @inproceedings{Che2025,
    author = {Chengan Che and Chao Wang and Tom Vercauteren and Sophia Tsoka and Luis C. Garcia-Peraza-Herrera},
-   booktitle = {TODO: use the correct arXiv citation here},
    month = {3},
-   publisher = {arXiv},
+   journal = {arXiv preprint arXiv:2503.19740},
    title = {Surg-3M: A Dataset and Foundation Model for Perception in Surgical Settings},
    year = {2025}
 }