% Reading path: How much model does a network defense need?

@inproceedings{obaidat2025onemodel,
  author    = {Obaidat, Islam and Rustam, Furqan and Jurcut, Anca Delia},
  title     = {One Model to Catch Them All: {Autoencoder-Based} Anomaly Detection in {Next-Generation} Networks},
  booktitle = {Proc. IEEE GLOBECOM},
  pages     = {3323--3328},
  month     = dec,
  year      = {2025},
  address   = {Taipei, Taiwan}
}

@inproceedings{rehman2025minimalist,
  author    = {Ur Rehman, Mohib and Rustam, Furqan and Obaidat, Islam and Jurcut, Anca Delia},
  title     = {Minimalist {LLMs} for Network Attack Detection via Quantization and {Low-Rank} Adaptation},
  booktitle = {Proc. ICAIT},
  pages     = {147--152},
  month     = oct,
  year      = {2025},
  address   = {Liaocheng, China}
}

@inproceedings{rustam2025fewshot,
  author    = {Rustam, Furqan and Obaidat, Islam and Di Monda, Davide and Jurcut, Anca Delia},
  title     = {{Few-Shot} {Retrieval-Augmented} {LLMs} for Anomaly Detection in Network Traffic},
  booktitle = {Proc. CANS},
  pages     = {631--642},
  month     = nov,
  year      = {2025}
}

@inproceedings{turjya2026shades,
  author    = {Turjya, Sapthak Mohajon and Usama, Moaz and Fawakherji, Mulham and Abouyoussef, Mahmoud and Obaidat, Islam},
  title     = {Seeing in Shades of Gray: {Real-Time} Federated {Image-Based} Malicious Traffic Detection},
  booktitle = {Proc. IEEE/IFIP DSN-W},
  pages     = {107--113},
  month     = jun,
  year      = {2026},
  address   = {Charlotte, NC, USA}
}

@inproceedings{arnob2026sidechannel,
  author    = {Arnob, Shadman Sakib and Obaidat, Islam and Patooghy, Ahmad},
  title     = {{Real-Time} Malicious Traffic Detection in {IoT} Networks Using {Side-Channel} Information},
  booktitle = {Proc. IEEE DCAS},
  pages     = {1--4},
  month     = apr,
  year      = {2026},
  address   = {Dallas, TX, USA}
}