Update README.md

README.md

@@ -31,13 +31,16 @@ This dataset contains trajectories and interaction data generated from the VisGy
 
 ## Citation
 
-If you use this dataset or the VisGym environments in your research, please cite our work:
+If you use this dataset, please cite:
 
 ```bibtex
-@article{wang2026visgym,
-  title={VisGym: Diverse, Customizable, Scalable Environments for Multimodal Agents},
-  author={Wang, Zirui and Zhang, Junyi and Ge, Jiaxin and Lian, Long and Fu, Letian and Dunlap, Lisa and Goldberg, Ken and Wang, Xudong and Stoica, Ion and Chan, David M. and Min, Sewon and Gonzalez, Joseph E.},
-  journal={arXiv preprint},
-  year={2026},
-  url={[https://visgym.github.io/VisGym.pdf](https://visgym.github.io/VisGym.pdf)}
-}
+@article{wang2026visgymdiversecustomizablescalable,
+      title={VisGym: Diverse, Customizable, Scalable Environments for Multimodal Agents}, 
+      author={Zirui Wang and Junyi Zhang and Jiaxin Ge and Long Lian and Letian Fu and Lisa Dunlap and Ken Goldberg and XuDong Wang and Ion Stoica and David M. Chan and Sewon Min and Joseph E. Gonzalez},
+      year={2026},
+      eprint={2601.16973},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2601.16973}, 
+}
+```