diff --git a/references/others.bib b/references/others.bib
index c43c6ba49..380c6bacc 100644
--- a/references/others.bib
+++ b/references/others.bib
@@ -136,15 +136,15 @@ @misc{sawadogo2020learningcatchsecuritypatches
       url={https://arxiv.org/abs/2001.09148},
 }
 
-@misc{dunlap2023vfcfinderseamlesslypairingsecurity,
-      title={VFCFinder: Seamlessly Pairing Security Advisories and Patches},
-      author={Trevor Dunlap and Elizabeth Lin and William Enck and Bradley Reaves},
-      year={2023},
-      eprint={2311.01532},
-      archivePrefix={arXiv},
-      primaryClass={cs.CR},
-      url={https://arxiv.org/abs/2311.01532},
-}
+
+
+
+
+
+
+
+
+
 
 @misc{dunlap2023vfcfinderseamlesslypairingsecurity,
       title={VFCFinder: Seamlessly Pairing Security Advisories and Patches},
@@ -268,11 +268,11 @@ @INPROCEEDINGS{10428519
   doi={10.1109/AECE59614.2023.10428519}}
 
 @Article{electronics10131606,
-AUTHOR = {Senanayake, Janaka and Kalutarage, Harsha and Al-Kadri, Mhd Omar},
-TITLE = {Android Mobile Malware Detection Using Machine Learning: A Systematic Review},
-JOURNAL = {Electronics},
+author = {Senanayake, Janaka and Kalutarage, Harsha and Al-Kadri, Mhd Omar},
+title = {Android Mobile Malware Detection Using Machine Learning: A Systematic Review},
+journal = {Electronics},
 VOLUME = {10},
-YEAR = {2021},
+year = {2021},
 NUMBER = {13},
 ARTICLE-NUMBER = {1606},
 URL = {https://www.mdpi.com/2079-9292/10/13/1606},
@@ -671,16 +671,6 @@ @misc{wang2024aigeneratedcodereallysafe
       url={https://arxiv.org/abs/2407.02395},
 }
 
-@misc{sawadogo2020learningcatchsecuritypatches,
-      title={Learning to Catch Security Patches},
-      author={Arthur D. Sawadogo and Tegawendé F. Bissyandé and Naouel Moha and Kevin Allix and Jacques Klein and Li Li and Yves Le Traon},
-      year={2020},
-      eprint={2001.09148},
-      archivePrefix={arXiv},
-      primaryClass={cs.SE},
-      url={https://arxiv.org/abs/2001.09148},
-}
-
 @misc{tony2023llmsecevaldatasetnaturallanguage,
       title={LLMSecEval: A Dataset of Natural Language Prompts for Security Evaluations},
       author={Catherine Tony and Markus Mutas and Nicolás E. Díaz Ferreyra and Riccardo Scandariato},
@@ -691,16 +681,6 @@ @misc{tony2023llmsecevaldatasetnaturallanguage
       url={https://arxiv.org/abs/2303.09384},
 }
 
-@misc{wang2019characterizingunderstandingsoftwaredeveloper,
-      title={Characterizing and Understanding Software Developer Networks in Security Development},
-      author={Song Wang and Nachi Nagappan},
-      year={2019},
-      eprint={1907.12141},
-      archivePrefix={arXiv},
-      primaryClass={cs.SE},
-      url={https://arxiv.org/abs/1907.12141},
-}
-
 @article{Chen_2023,
    title={Neural Transfer Learning for Repairing Security Vulnerabilities in C Code},
    volume={49},