Add paper citation

README.md

@@ -108,3 +108,17 @@ for the full gallery and pretrained comparisons.
 Subject to the [Tencent Hunyuan Community License](https://huggingface.co/vanzl/DiffusionART-HunyuanVideo/blob/main/LICENSE.txt)
 and [Notice](https://huggingface.co/vanzl/DiffusionART-HunyuanVideo/blob/main/Notice).
 Training provenance and weight hashes are recorded in [release.json](https://huggingface.co/vanzl/DiffusionART-HunyuanVideo/blob/main/release.json).
+
+## Citation
+
+```bibtex
+@misc{wan2026diffusionartefficientstablescalable,
+  title={DiffusionART: Efficient, Stable and Scalable Reinforcement of Diffusion Models},
+  author={Zhenglin Wan and Jiayu Chen and Zhengfeiyang Zhang and Pengfei Zhou and Wangbo Zhao and Fangyuan Kong and Pengfei Wan and Kun Gai and Yang You},
+  year={2026},
+  eprint={2610.12572},
+  archivePrefix={arXiv},
+  primaryClass={cs.LG},
+  url={https://arxiv.org/abs/2610.12572},
+}
+```