Adversarial Machine Learning Attacks Against Video Anomaly Detection Systems. - Furkan Mumcu; Keval Doshi; Yasin Yilmaz (CVPR Workshops, 2022)

Multimodal Attack Detection for Action Recognition Models. - Furkan Mumcu; Yasin Yilmaz (CVPR Workshops, 2024)

Detecting Adversarial Examples. - Furkan Mumcu; Yasin Yilmaz (CoRR, 2024)

Sequential architecture-agnostic black-box attack design and analysis. - Furkan Mumcu; Yasin Yilmaz (Pattern Recognit., 2024)

ComplexVAD: Detecting Interaction Anomalies in Video. - Furkan Mumcu; Michael J. Jones 001; Yasin Yilmaz; Anoop Cherian (WACV (Workshops), 2025)

Universal and Efficient Detection of Adversarial Data through Nonuniform Impact on Network Layers. - Furkan Mumcu; Yasin Yilmaz (Trans. Mach. Learn. Res., 2025)

LLM-Guided Agentic Object Detection for Open-World Understanding. - Furkan Mumcu; Michael J. Jones 001; Anoop Cherian; Yasin Yilmaz (CoRR, 2025)