Update README.md

README.md

@@ -105,13 +105,10 @@ This dataset is intended primarily for research purposes. We strongly oppose any
 ---
 ## 📄 Citation
 ```bib
-@misc{ma2026tvworldfoundationsremotecontroltv,
-      title={TVWorld: Foundations for Remote-Control TV Agents}, 
-      author={Zhantao Ma and Quanfeng Lu and Shuai Zhong and Dahai Yu and Ping Luo and Michael K. Ng},
-      year={2026},
-      eprint={2601.13142},
-      archivePrefix={arXiv},
-      primaryClass={cs.CV},
-      url={https://arxiv.org/abs/2601.13142}, 
+@article{ma2026tvworld,
+  title={TVWorld: Foundations for Remote-Control TV Agents},
+  author={Ma, Zhantao and Lu, Quanfeng and Zhong, Shuai and Yu, Dahai and Luo, Ping and Ng, Michael K},
+  journal={arXiv preprint arXiv:2601.13142},
+  year={2026}
 }
 ```