diff --git a/arxiv-style/references.bib b/arxiv-style/references.bib
index 50fffa5..d19b302 100644
--- a/arxiv-style/references.bib
+++ b/arxiv-style/references.bib
@@ -186,18 +186,12 @@ keywords = {Operational technology, Cyber security, Dataset, Industrial control
 }
 
 @misc{shin,
-        hyeok-ki_lee,
-        woomyo_choi,
-        seungoh_yun,
-        jeong-han_min,
-        byung gil_kim,
-        hyoungchun_2023,
-        title={HAI Security Dataset},
-        url={https://www.kaggle.com/dsv/5821622},
-        DOI={10.34740/KAGGLE/DSV/5821622},
-        publisher={Kaggle},
-        author={Shin, Hyeok-Ki and Lee, Woomyo and Choi, Seungoh and Yun, Jeong-Han and Min, Byung Gil and Kim, HyoungChun},
-        year={2023}
+  title = {HAI Security Dataset},
+  url = {https://www.kaggle.com/dsv/5821622},
+  doi = {10.34740/kaggle/dsv/5821622},
+  publisher = {Kaggle},
+  author = {Shin, Hyeok-Ki and Lee, Woomyo and Choi, Seungoh and Yun, Jeong-Han and Min, Byung Gil and Kim, HyoungChun},
+  year = {2023}
 }
 
 
@@ -608,4 +602,4 @@ Reference for Benchmark
   pages={473--483},
   year={2001},
   publisher={Elsevier}
-}
\ No newline at end of file
+}