Piotr (Peter) Mardziel

CMU Silicon Valley
Office: B23 114

Piotr (Peter) Mardziel

About me

I work on transparency and accountability in machine learning with applications to security, privacy, and fairness. I also dabble in probabilistic programming and quantitative information flow. My interests include:

S&P Topics:
  • Anonymity
  • Language-based security
  • Machine learning and AI security
  • Privacy technologies and mechanisms
  • Secure information flow
CSF Topics:
  • accountability
  • anonymity and privacy
  • formal methods and verification
  • information flow control
  • language-based security
  • machine learning
  • software security
CMU Topics:
  • Security and Privacy: Foundations and Formal Methods
  • Application Domains: Machine learning
  • Data Science: Machine Learning
  • Data Science: Deep Learning

MS/UG/HS Projects

  • Membership Inference
    Students: (UG) Janabelle Wu (MS) Aman Mohanty (MS) Nikhita Nadgauda (MS) Adhiraj Chakraborty
  • Privacy Risks in Machine Learning Pipelines
    Students: (UG) Raymond Jang
  • Explanations for Machine Vision
    Students: (MS) Akshat Gupta (HS) Sahil Jain
    Former students: (MS) Ruili Zhu (MS) Siddharth Mehta (MS) Bonan Jin (MS) Yucai Fan (MS) Dharini Krishna
  • Gender Bias in Natural Language Processing
    Former students: (MS) Wan Wei (MS) Gaurav Shegokar (UG) Aashai Avadhani
  • Explanations for Spatio-Temporal Deep Learning
    Former students: (MS) Yi-Ping Hsu (MS) Zilu Zhang
  • Linear Diagnostics for Causal Learning
    Former students: (MS) Joseph Konan
  • Explanations for Deep Reinforcement Learning
    Students: (MS) Xuan Chen (MS) Yucai Fan (MS) Bonan Jin
    Former students: (MS) Jakob Cassiman
  • Deep Malware Classification
    Former students: (MS) Raj Gupta



Other service