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Dr.-Ing. Pegah Golchin

Pegah Golchin is Postdoctoral Researcher at the Chair of Communication Networks at the Technical University of Chemnitz (TUC), Germany. She earned her Ph.D. degree from the Technical University of Darmstadt (TUDa), where she specialized in applying cutting-edge AI techniques to network traffic analysis and network security. Currently, her research focuses on leveraging Agentic AI and Generative AI for network security applications.
  • Netzwerksicherheit
  • Transformer
  • Agenten KI
  • AI-NET-PROTECT (Artificial Intelligence Networking Providing Resilient and Secure Networks to Critical Infrastructures). European Celtic-Plus project funded from 2021 till 2024 by the German Federal Ministry of Education and Research BMBF (Bundesministerium für Bildung und Forschung). Project status: Completed. Role: Co-Principal Investigator (Co-PI).
  • Software Campus (Automated ML-based Network Intrusion Detection Systems). The project was funded from 2022 to 2024 by the German Federal Ministry of Education and Research BMBF (Bundesministerium für Bildung und Forschung). Role: Principal Investigator (PI). The project status: Completed.
  • 6G-NETFAB (Open Disaggregated 6G Network Fabric). Project funded from 2022 till 2025 by the German Federal Ministry of Education and Research BMBF (Bundesministerium für Bildung und Forschung). Project status: In Progress.
https://scholar.google.com/citations?user=2KzmzPgAAAAJ&hl=en
# Titel Autor(en) Jahr
1 DeepRed: a deep learning-powered command and control framework for multi-stage red teaming against ML-based network intrusion detection systems
WOOT '25: Proceedings of the 19th USENIX Conference on Offensive Technologies, USENIX WOOT, August 11–12, 2025, Seattle, WA, USA, 2025, pp. 103 - 127
Hajizadeh, Mehrdad
Golchin, Pegah
Nowroozi, Ehsan
Rigaki, Maria
Valeros, Veronica
García, Sebastian
Conti, Mauro
Bauschert, Thomas
2025
2 FSA-IDS: A Flow-based Self-Active Intrusion Detection System
NOMS 2023-2023 IEEE/IFIP Network Operations and Management Symposium, 08-12 May 2023, USA. - IEEE, 2023
Hajizadeh, Mehrdad
Barua, Sudip
Golchin, Pegah
2023