Evasion Attacks and Defenses on Smart Home Physical Event Verification. - Muslum Ozgur Ozmen; Ruoyu Song 001; Habiba Farrukh; Z. Berkay Celik (NDSS, 2023)

Discovering Adversarial Driving Maneuvers against Autonomous Vehicles. - Ruoyu Song 001; Muslum Ozgur Ozmen; Hyungsub Kim; Raymond Muller; Z. Berkay Celik; Antonio Bianchi (USENIX Security Symposium, 2023)

Enhancing LLM-based Autonomous Driving Agents to Mitigate Perception Attacks. - Ruoyu Song 001; Muslum Ozgur Ozmen; Hyungsub Kim; Antonio Bianchi; Z. Berkay Celik (CoRR, 2024)

Investigating Physical Latency Attacks Against Camera-Based Perception. - Raymond Muller; Ruoyu Song 001; Chenyi Wang; Yuxia Zhan; Jean-Philippe Monteuuis; Yanmao Man; Ming Li 003; Ryan M. Gerdes; Jonathan Petit; Z. Berkay Celik (SP, 2025)

CP-FREEZER: Latency Attacks against Vehicular Cooperative Perception. - Chenyi Wang; Ruoyu Song 001; Raymond Muller; Jean-Philippe Monteuuis; Z. Berkay Celik; Jonathan Petit; Ryan M. Gerdes; Ming Li 003 (CoRR, 2025)