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README.md

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 NetFlow V3 datasets for machine learning-based network intrusion detection research.
 
-This repository republishes the NetFlow V3 datasets introduced in *Temporal Analysis of NetFlow Datasets for Network Intrusion Detection Systems* by Majed Luay, Siamak Layeghy, Seyedehfaezeh Hosseininoorbin, Mohanad Sarhan, Nour Moustafa, and Marius Portmann.  [oai_citation:0‡arXiv](https://arxiv.org/abs/2503.04404?utm_source=chatgpt.com)
+This repository republishes the NetFlow V3 datasets introduced in *Temporal Analysis of NetFlow Datasets for Network Intrusion Detection Systems* by Majed Luay, Siamak Layeghy, Seyedehfaezeh Hosseininoorbin, Mohanad Sarhan, Nour Moustafa, and Marius Portmann. [arXiv](https://arxiv.org/abs/2503.04404)
 
 ## Description
 
-NetFlow V3 extends earlier NetFlow datasets with temporal features for time-based analysis in NIDS research.  [oai_citation:1‡arXiv](https://arxiv.org/abs/2503.04404?utm_source=chatgpt.com)
+NetFlow V3 extends earlier NetFlow datasets with temporal features for time-based analysis in NIDS research. [arXiv](https://arxiv.org/abs/2503.04404)
 
 ## Citation
 
 If you use this dataset, please cite the original paper:
 
-Luay, M., Layeghy, S., Hosseininoorbin, S., Sarhan, M., Moustafa, N., & Portmann, M. (2025). *Temporal Analysis of NetFlow Datasets for Network Intrusion Detection Systems*. arXiv:2503.04404.  [oai_citation:2‡arXiv](https://arxiv.org/abs/2503.04404?utm_source=chatgpt.com)
+```bibtex
+@article{luay2025temporal,
+  title={Temporal Analysis of NetFlow Datasets for Network Intrusion Detection Systems},
+  author={Luay, Majed and Layeghy, Siamak and Hosseininoorbin, Seyedehfaezeh and Sarhan, Mohanad and Moustafa, Nour and Portmann, Marius},
+  journal={arXiv preprint arXiv:2503.04404},
+  year={2025},
+  doi={10.48550/arXiv.2503.04404}
+}