Update README.md

README.md

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----
-license: apache-2.0
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-
-Generative Reward Model trained with [FAPO-Critic](https://huggingface.co/datasets/dyyyyyyyy/FAPO-Critic)
-
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-
-Project Homepage: https://fapo-rl.github.io/
-
-Code Implementation: https://github.com/volcengine/verl/tree/main/recipe/fapo
-
-Welcome to follow and cite our works!
-
-BibTeX citation:
-```bibtex
-comming soon
-```
+---
+license: apache-2.0
+---
+
+Generative Reward Model trained with [FAPO-Critic](https://huggingface.co/datasets/dyyyyyyyy/FAPO-Critic)
+
+---
+
+Project Homepage: https://fapo-rl.github.io/
+
+Code Implementation: https://github.com/volcengine/verl/tree/main/recipe/fapo
+
+Welcome to follow and cite our works!
+
+BibTeX citation:
+```bibtex
+@article{ding2025fapo,
+  title={FAPO: Flawed-Aware Policy Optimization for Efficient and Reliable Reasoning},
+  author={Ding, Yuyang and Zhang, Chi and Li, Juntao and Lin, Haibin and Liu, Xin and Zhang, Min},
+  journal={arXiv preprint arXiv:2510.22543},
+  year={2025}
+}
+```