Publications

@inproceedings{muhammad2026parameter,
  title={Parameter-Efficient LLMs for Flow-Based Intrusion Detection},
  author={Muhammad, Mamdouh and Wunsch, Anton and Al Sardy, Loui},
  booktitle={ICT Systems Security and Privacy Protection},
  pages={47--60},
  year={2026},
  publisher={Springer Nature Switzerland},
  doi={10.1007/978-3-032-27993-4_4}
}

@inproceedings{muhammad2025hyllm,
  title={HyLLM-IDS: A Conceptual Hybrid LLM-Assisted Intrusion Detection Framework for Cyber-Physical Systems},
  author={Muhammad, Mamdouh and Shaaban, Abdelkader Magdy and German, Reinhard and Al Sardy, Loui},
  booktitle={International Conference on Computer Safety, Reliability, and Security},
  pages={129--142},
  year={2025},
  organization={Springer Nature Switzerland Cham},
  doi={10.1007/978-3-032-02018-5_10}
}

@INPROCEEDINGS{IFIPNet25_Muha2505_AI,
  AUTHOR="Mamdouh Muhammad and Kanwardeep Singh and Reinhard German",
  TITLE="{AI-driven} Anomaly Detection with {ICS} Protocols in Smart Grids",
  BOOKTITLE="2025 IFIP Networking Conference (IFIP Networking 2025), Limassol, Cyprus, May 26-29, 2025",
  YEAR="2025"
}

@INPROCEEDINGS{11288241,
  author={Muhammad, Mamdouh and Arumugam, Sushmetha and Al Sardy, Loui},
  booktitle={2025 9th Cyber Security in Networking Conference (CSNet)},
  title={AI-Based Anomaly Detection for Enhanced Cybersecurity in IoT Networks},
  year={2025},
  pages={199-206},
  doi={10.1109/CSNet67572.2025.11288241}
}

@article{MUHAMMAD2024365,
  title = {Survey of Cybersecurity in Smart Grids Protocols and Datasets},
  journal = {Procedia Computer Science},
  volume = {241},
  pages = {365-372},
  year = {2024},
  note = {19th International Conference on Future Networks and Communications/ 21th International Conference on Mobile Systems and Pervasive Computing/14th International Conference on Sustainable Energy Information Technology},
  issn = {1877-0509},
  doi = {10.1016/j.procs.2024.08.049},
  url = {https://www.sciencedirect.com/science/article/pii/S1877050924017605},
  author = {Mamdouh Muhammad and Abdullah {S. Alshra'a} and Reinhard German}
}

@incollection{alshra2024cybersecurity,
  title={Cybersecurity Strategies for Smart Grids: Leveraging Agile IoT and IIoT Integration},
  author={Alshra'a, Abdullah S and Muhammad, Mamdouh and German, Reinhard},
  booktitle={Smart and Agile Cybersecurity for IoT and IIoT Environments},
  pages={280--305},
  year={2024},
  publisher={IGI Global},
  doi={10.4018/979-8-3693-3451-5.ch013}
}

@INPROCEEDINGS{10271630,
  author={Muhammad, Mamdouh and Alshra'a, Abdullah S. and German, Reinhard},
  booktitle={2023 International Conference on Software, Telecommunications and Computer Networks (SoftCOM)},
  title={An IDS for DDoS Attacks in SDN using VGG-Based CNN Architecture},
  year={2023},
  pages={1-7},
  doi={10.23919/SoftCOM58365.2023.10271630}
}