Yaron Singer
Yaron Singer | |
|---|---|
| Alma mater | University of California, Berkeley (PhD) |
| Awards | Sloan Research Fellowship (2018) NSF CAREER Award |
| Scientific career | |
| Fields | Computer science, machine learning, algorithms, optimization |
| Institutions | Harvard University Robust Intelligence Cisco Systems |
| Christos Papadimitriou | |
Yaron Singer is a computer scientist and entrepreneur whose research has focused on algorithms, machine learning, optimization, and the security of artificial intelligence systems.[1] He was the Gordon McKay Professor of Computer Science and Applied Mathematics at Harvard University and co-founded Robust Intelligence, where he served as CEO.[2][3][4] Cisco acquired Robust Intelligence in 2024.[5] Singer is vice president of AI and security at Cisco's Foundation AI group.[6][7]
Singer earned a PhD in computer science from the University of California, Berkeley in 2011. His dissertation, Incentives, Computation, and Networks: Limitations and Possibilities of Algorithmic Mechanism Design, was supervised by Christos Papadimitriou.[8]
Before joining Harvard, Singer was a postdoctoral researcher at Google Research.[1] Harvard appointed him full professor with tenure in 2020.[1] He later held the Gordon McKay Professorship of Computer Science and Applied Mathematics. Singer left his professorship in 2023 and remains affiliated with Harvard as an associate in computer science.[4][2]
Singer's doctoral research was in algorithmic mechanism design, including the computational limits of truthful mechanisms and the design of mechanisms subject to a fixed budget.[8][9][10]
With Eric Balkanski, Singer developed algorithms for submodular optimization that evaluated multiple candidates in parallel, reducing the number of sequential steps needed to find a solution.[11][12][13]
Singer has also studied adversarial machine learning, including how small changes to inputs can alter a model's predictions and how to make models more resistant to such attacks.[14][3]
Singer co-founded Robust Intelligence and served as its CEO. The company developed software for finding vulnerabilities in machine learning systems and blocking problematic inputs.[3]
Cisco announced an agreement to acquire Robust Intelligence in August 2024 and completed the acquisition the following month.[5] At Cisco, Singer became vice president of AI and security at Foundation AI.[6][7]
Singer was named a Sloan Research Fellow in computer science in 2018.[15] He has also received an NSF CAREER Award, a Google Faculty Research Award, and a Facebook Faculty Award. As a graduate student, he received fellowships from Microsoft Research and Facebook.[1]
In 2012, Singer received the best student paper award at the ACM International Conference on Web Search and Data Mining for How to Win Friends and Influence People, Truthfully: Influence Maximization Mechanisms for Social Networks.[16]
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