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.
Current
Kai Hu
PhD Student
ECE
Saranya Vijaykumar
![](https://csd.cmu.edu/sites/default/files/2023-10/VIJAYAKUMAR-Saranya-f23.png)
PhD Student
Computer Science
Ryan Wagner
![](https://se-phd.isri.cmu.edu/images/people/students/wagner-ryan.jpg)
PhD Student
Computer Science
Weichen Yu
![](https://scholar.google.com/citations/images/avatar_scholar_256.png)
PhD Student
ECE
Andy Zou
![](https://scholar.google.com/citations/images/avatar_scholar_256.png)
PhD Student
Computer Science
Former
Emily Black
![](https://www.cs.cmu.edu/~emilybla/img/prof.jpg)
PhD Student
Computer Science Department
Klas Leino
![](https://scholar.google.com/citations/images/avatar_scholar_256.png)
PhD Student
Computer Science Department
Zifan Wang
![](images/zifanw.png)
PhD Student
Electrical and Computer Engineering
Samuel Yeom
![](https://scholar.google.com/citations/images/avatar_scholar_256.png)
PhD Student
Computer Science Department
Han Zhang
![](images/hanzh.png)
PhD Student
Computer Science Department
Arthur Azevedo de Amorim
![](images/arthuraa.png)
Postdoc
Abhishek Bichhawat
![](images/abhishekb.png)
Postdoc