Update README.md

README.md

@@ -104,3 +104,15 @@ Here are a couple of useful links to learn more about Intel's AI software:
 ## Disclaimer
 
 The license on this model does not constitute legal advice. We are not responsible for the actions of third parties who use this model. Please consult an attorney before using this model for commercial purposes.
+
+
+## Cite
+
+@article{cheng2023optimize,
+  title={Optimize weight rounding via signed gradient descent for the quantization of llms},
+  author={Cheng, Wenhua and Zhang, Weiwei and Shen, Haihao and Cai, Yiyang and He, Xin and Lv, Kaokao},
+  journal={arXiv preprint arXiv:2309.05516},
+  year={2023}
+}
+
+[arxiv](https://arxiv.org/abs/2309.05516) [github](https://github.com/intel/auto-round)