Update README.md

README.md

@@ -108,15 +108,18 @@ ICT models are trained using hierarchical scoring with triplet rankings:
 
 This model was trained on 360,000 preference triplets from [Pick-High dataset](https://huggingface.co/datasets/8y/Pick-High-Dataset) and Pick-a-pic dataset.
 
-<!-- 
+
 
 ## Citation
 
 ```bibtex
-@article{ba2024enhancing,
-  title={Enhancing Reward Models for High-quality Image Generation: Beyond Text-Image Alignment},
-  author={Ba, Ying and Zhang, Tianyu and Bai, Yalong and Mo, Wenyi and Liang, Tao and Su, Bing and Wen, Ji-Rong},
-  journal={arXiv preprint arXiv:xxxx.xxxxx},
-  year={2024}
+@misc{ba2025enhancingrewardmodelshighquality,
+      title={Enhancing Reward Models for High-quality Image Generation: Beyond Text-Image Alignment}, 
+      author={Ying Ba and Tianyu Zhang and Yalong Bai and Wenyi Mo and Tao Liang and Bing Su and Ji-Rong Wen},
+      year={2025},
+      eprint={2507.19002},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2507.19002}, 
 }
-``` -->
+```