Update README.md

README.md

@@ -174,12 +174,10 @@ HF_XET_HIGH_PERFORMANCE=1 hf download Tongyi-MAI/Z-Image-Turbo
 If you find our work useful in your research, please consider citing:
 
 ```bibtex
-@misc{z-image-2025,
+@article{team2025zimage,
   title={Z-Image: An Efficient Image Generation Foundation Model with Single-Stream Diffusion Transformer},
-  author={Tongyi Lab},
-  year={2025},
-  publisher={GitHub},
-  journal={GitHub repository},
-  howpublished={\url{https://github.com/Tongyi-MAI/Z-Image}}
+  author={Z-Image Team},
+  journal={arXiv preprint arXiv:2511.22699},
+  year={2025}
 }
 ```