Update README.md

README.md

@@ -11,7 +11,7 @@ base_model:
 This model is trained on sdxl-turbo based on DPO preference data constructed by our [UnifiedReward-7B](https://huggingface.co/CodeGoat24/UnifiedReward-7b) for enhanced image generation quality.
 
 For further details, please refer to the following resources:
-- 📰 Paper: 
+- 📰 Paper: https://arxiv.org/pdf/2503.05236
 - 🪐 Project Page: https://codegoat24.github.io/UnifiedReward/
 - 🤗 Model Collections: https://huggingface.co/collections/CodeGoat24/unifiedreward-models-67c3008148c3a380d15ac63a
 - 🤗 Dataset Collections: https://huggingface.co/collections/CodeGoat24/unifiedreward-training-data-67c300d4fd5eff00fa7f1ede
@@ -39,5 +39,10 @@ image = pipe(prompt=prompt, num_inference_steps=1, guidance_scale=0.0).images[0]
 ## Citation
 
 ```
-
+@article{UnifiedReward,
+  title={Unified Reward Model for Multimodal Understanding and Generation.},
+  author={Wang, Yibin and Zang, Yuhang, and Li, Hao and Jin, Cheng and Wang Jiaqi},
+  journal={arXiv preprint arXiv:2503.05236},
+  year={2025}
+}
 ```