Z. Berkay Celik336 Westgate Building
University Park, PA 16802, USA
Github Twitter Linkedin
I am a research assistant in Department of Electrical Engineering and Computer Science at the Pennsylvania State University working with Prof. Patrick McDaniel and a member of the Systems and Internet Infrastructure Security Laboratory (SIIS). During my Msc. studies, I worked with Prof. George Kesidis and Prof. David J. Miller. My research was on machine learning systems and network security. Previously I have worked at VMware evaluating the security of VMware source code, Vencore Labs building machine learning systems under privileged information, and Istanbul Technical University doing research on feature engineering for malware detection.
Generally, I am interested in developing secure systems through program analysis and machine learning. My recent work seeks to improve security, safety and privacy guarantees in commodity IoT.
Soteria: Automated IoT Safety and Security Analysis
Sensitive Information Tracking in Commodity IoT
Detection under Privileged Information
Malware Modeling and Experimentation through Parameterized Behavior
Extending Detection with Privileged Information via Generalized Distillation
Mission-oriented Security Model, Incorporating Security Risk, Cost and Payout
Patient-Driven Privacy Control through Generalized Distillation
Practical Black-Box Attacks against Machine Learning
Achieving Secure and Differentially Private Computations in Multiparty Settings
Machine Learning in Adversarial Settings
The Limitations of Deep Learning in Adversarial Settings