diff --git a/arxiv-style/references.bib b/arxiv-style/references.bib
index d19b302..50fffa5 100644
--- a/arxiv-style/references.bib
+++ b/arxiv-style/references.bib
@@ -186,12 +186,18 @@ keywords = {Operational technology, Cyber security, Dataset, Industrial control
 }
 
 @misc{shin,
-  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}
+        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}
 }
 
 
@@ -602,4 +608,4 @@ Reference for Benchmark
   pages={473--483},
   year={2001},
   publisher={Elsevier}
-}
+}
\ No newline at end of file