Update README.md

README.md

@@ -157,17 +157,19 @@ combined_df = combined_df.join(cve_df, on='cve', how='inner')
 
 Users should be made aware of the risks, biases and limitations of the dataset. More information needed for further recommendations.
 
-## Citation [optional]
-
-<!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->
-
-**BibTeX:**
-
-[More Information Needed]
-
-**APA:**
-
-[More Information Needed]
+### Citation 
+
+```bibtex
+@misc{storhaug2026favia,
+      title={Favia: Forensic Agent for Vulnerability-fix Identification and Analysis}, 
+      author={André Storhaug and Jiamou Sun and Jingyue Li},
+      year={2026},
+      eprint={2602.12500},
+      archivePrefix={arXiv},
+      primaryClass={cs.SE},
+      url={https://arxiv.org/abs/2602.12500}
+}
+```
 
 ## Glossary [optional]