Data-Driven Evaluation of Intrusion Detectors: A Methodological Framework. - Solayman Ayoubi; Gregory Blanc; Houda Jmila; Thomas Silverston; Sébastien Tixeuil (FPS, 2022)

Explainable artificial intelligence for cybersecurity: a literature survey. - Fabien Charmet; Harry Chandra Tanuwidjaja; Solayman Ayoubi; Pierre-François Gimenez; Yufei Han 001; Houda Jmila; Gregory Blanc; Takeshi Takahashi 001; Zonghua Zhang (Ann. des Télécommunications, 2022)

Demo: Towards Reproducible Evaluations of ML-Based IDS Using Data-Driven Approaches. - Solayman Ayoubi; Sébastien Tixeuil; Gregory Blanc; Houda Jmila (CCS, 2024)

FREIDA: A Concrete Tool for Reproducible Evaluation of IDS Using a Data-Driven Approach. - Solayman Ayoubi; Gregory Blanc; Houda Jmila; Sébastien Tixeuil (CRiSIS, 2024)

Privacy Benchmarking of Intrusion Detection Sytems. - Solayman Ayoubi; Gregory Blanc; Houda Jmila; Sébastien Tixeuil (AINA (4), 2025)