wooguy

README.md

@@ -85,7 +85,7 @@ Install the latest version of diffusers, use the following command:
 <details>
   <summary><sup>Click here for details for why you need to install diffusers from source</sup></summary>
 
-  We have submitted two pull requests ([#12703](https://github.com/huggingface/diffusers/pull/12703) and [#12715](https://github.com/huggingface/diffusers/pull/12715)) to the 🤗 diffusers repository to add support for Z-Image. Both PRs have been merged into the latest official diffusers release.
+  We have submitted two pull requests ([#12703](https://github.com/huggingface/diffusers/pull/12703) and [#12715](https://github.com/huggingface/diffusers/pull/12704)) to the 🤗 diffusers repository to add support for Z-Image. Both PRs have been merged into the latest official diffusers release.
   Therefore, you need to install diffusers from source for the latest features and Z-Image support.
 
 </details>
@@ -174,24 +174,12 @@ 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
-@article{team2025zimage,
+@misc{z-image-2025,
   title={Z-Image: An Efficient Image Generation Foundation Model with Single-Stream Diffusion Transformer},
-  author={Z-Image Team},
-  journal={arXiv preprint arXiv:2511.22699},
-  year={2025}
-}
-
-@article{liu2025decoupled,
-  title={Decoupled DMD: CFG Augmentation as the Spear, Distribution Matching as the Shield},
-  author={Dongyang Liu and Peng Gao and David Liu and Ruoyi Du and Zhen Li and Qilong Wu and Xin Jin and Sihan Cao and Shifeng Zhang and Hongsheng Li and Steven Hoi},
-  journal={arXiv preprint arXiv:2511.22677},
-  year={2025}
-}
-
-@article{jiang2025distribution,
-  title={Distribution Matching Distillation Meets Reinforcement Learning},
-  author={Jiang, Dengyang and Liu, Dongyang and Wang, Zanyi and Wu, Qilong and Jin, Xin and Liu, David and Li, Zhen and Wang, Mengmeng and Gao, Peng and Yang, Harry},
-  journal={arXiv preprint arXiv:2511.13649},
-  year={2025}
+  author={Tongyi Lab},
+  year={2025},
+  publisher={GitHub},
+  journal={GitHub repository},
+  howpublished={\url{https://github.com/Tongyi-MAI/Z-Image}}
 }
 ```