The Effects of Autoencoders on the Robustness of Deep Learning Models. - Elif Degirmenci; Ilker Özçelik; Ahmet Yazici (SIU, 2022)

Online Motion Analyzer (OMA): A Software Service for Runtime Verification of Robotic Systems' Safety. - Serhat Kahraman; Mert Bulut; Elif Degirmenci; Yunus Sabri Kirca; Metin Ozkan; Ahmet Yazici (SIU, 2023)

Developing an Integrated Runtime Verification for Safety and Security of Industrial Robot Inspection System. - Elif Degirmenci; Yunus Sabri Kirca; Özlem Örnek; Mert Bulut; Serhat Kahraman; Metin Ozkan; Ahmet Yazici (TAROS, 2023)

Adversarial Attack Detection Approach for Intrusion Detection Systems. - Elif Degirmenci; Ilker Özçelik; Ahmet Yazici (IEEE Access, 2024)

Online learning-based anomaly detection for positioning system. - Özlem Örnek; Elif Degirmenci; Ahmet Yazici (Expert Syst. Appl., 2025)