Update README.md

README.md

@@ -11,4 +11,18 @@ license: apache-2.0
 license_name: flux-1-dev-non-commercial-license
 license_link: LICENSE.md
 short_description: Fast Inversion of Rectified Flow for Image Semantic Editing.
----
+---
+
+This is a demo is a simplified version of the approach described in the paper, ["FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing"](https://arxiv.org/abs/2412.07517)
+
+```
+@misc{deng2024fireflowfastinversionrectified,
+      title={FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing}, 
+      author={Yingying Deng and Xiangyu He and Changwang Mei and Peisong Wang and Fan Tang},
+      year={2024},
+      eprint={2412.07517},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2412.07517}, 
+}
+```