Piotr (Peter) Mardziel

About me

Independent researcher and software engineer. My research is mostly inactive except for reviewing in choice areas: transparency and accountability in machine learning with applications to security, privacy, and fairness; probabilistic programming and quantitative information flow.

NOTE TO EDITORS: I will review articles only in open access journals hosted by non-profit organizations.

Unsorted Works

Software Engineering

I'm presently software engineering mostly on trulens, an open-source tool for evaluating generative models.


papers.txt; papers.html; google scholar; dblp; conflicts.txt; bio.txt

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

ML Security, Privacy, Fairness

ML Interpretability

Security and Privacy

Static (and Probabilistic) Analysis

Research Community Service


Other service