Piotr Mardziel
Systems Scientist, Electrical and Computer Engineering
Piotr Mardziel's research revolves around interpretability and accountability for privacy and fairness in machine learning pipelines. His work also includes probabilistic programming and formal methods with applications to privacy and information security. Prior to joining CMU, Mardziel was a post-doctoral researcher at CMU CyLab and the University of Maryland where he completed his Ph.D. in the Programming Languages group (PLUM).
Education
2016 Ph.D., University of Maryland, College Park
2007 MS, Worcester Polytechnic Institute
2005 BS, Worcester Polytechnic Institute
Affiliations
Research Interests
- access control and authorization
- AI and ML for security
- anonymity
- authentication and passwords
- data security and privacy
- Formal methods
- formal methods for security
- Internet of Things (IoT)
- intrusion and anomaly detection and prevention
- IoT security and privacy
- language-based security
- malware analysis and detection
- ML and AI
- network security
- privacy
- privacy algorithms
- privacy enhancing technologies
- protocol security
- security
- security of AI and ML
- software security
- Usability and human behavior
- verification