Aryan Deshwal

Aryan Deshwal

Assistant Professor

University of Minnesota, Twin Cities

About me

I am an Assistant Professor in the Department of Computer Science and Engineering at University of Minnesota, Twin Cities.

I got my PhD in Computer Science at Washington State University where I was very fortunate to be advised by Dr. Jana Doppa. I also spent three wonderful summers as research intern at Meta and Google.

My general research interests are in the areas of artificial intelligence (AI) and machine learning (ML) where I focus on advancing foundations of AI/ML to solve challenging real-world problems. The overarching theme of my research program is AI to Accelerate Scientific Discovery and Engineering Design. Specific topics include:

  • Sequential decision-making under uncertainty (Bayesian optimization and Reinforcement learning) in a data-efficient manner.

  • Probabilistic modeling over combinatorial structured data in small supervised data settings.

  • Applications: accelerate the discovery of nanoporous materials for sustainability applications (e.g., carbon capture and storage/separation of gases); accelerate the design of effective, safe, and low-cost drugs/vaccines; and design of high-performance and low-power hardware to overcome Moore’s law.

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