Update README.md

README.md

@@ -6,6 +6,8 @@ pretty_name: DeepURLBench
 ---
 # DeepURLBench Dataset
 
+**note** README copied from source repo: https://github.com/deepinstinct-algo/DeepURLBench
+
 This repository contains the dataset **DeepURLBench**, introduced in the paper **"A New Dataset and Methodology for Malicious URL Classification"** by Deep Instinct's research team.
 
 ## Dataset Overview
@@ -38,4 +40,18 @@ df = pd.DataFrame.from_parquet("directory")
 ```
 ## License
 
-This dataset is licensed under the [Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC 4.0)](https://creativecommons.org/licenses/by-nc/4.0/). You are free to use, share, and adapt the dataset for non-commercial purposes, with proper attribution.
+This dataset is licensed under the [Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC 4.0)](https://creativecommons.org/licenses/by-nc/4.0/). You are free to use, share, and adapt the dataset for non-commercial purposes, with proper attribution.
+
+## Citation
+
+```bibtex
+@misc{schvartzman2024newdatasetmethodologymalicious,
+      title={A New Dataset and Methodology for Malicious URL Classification}, 
+      author={Ilan Schvartzman and Roei Sarussi and Maor Ashkenazi and Ido kringel and Yaniv Tocker and Tal Furman Shohet},
+      year={2024},
+      eprint={2501.00356},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2501.00356}, 
+}
+```