I'm an Associate Professor in Carnegie Mellon's School of Computer Science, and am a member of CyLab.

My research aims to enable systems that make secure, fair, and reliable use of machine learning. My group focuses on finding ways to understand the unique risks and vulnerabilities that arise from learned components, and on developing methods to mitigate them, often with provable guarantees.