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Regina Barzilay Research Group

Massachusetts Institute of Technology
Location
32 Vassar Street, 32-G468
Department
Department of Computer Science
Recruiting
Availability unconfirmed
Updated
October 2, 2026

Research focus

machine learninghealthcaremedical imagingdrug discoveryretrosynthesisinterpretability

About the research

Can machine learning detect cancer risk from routine clinical imaging before symptoms appear to enable earlier intervention?

Read the full research overview

The group develops deep-learning models for personalized mammography-based risk prediction and early cancer detection. Researchers build ML methods for de-novo molecular design and retrosynthesis to change traditional drug-discovery pipelines toward data-driven generation. The team develops generative models such as BoltzGen to create protein binders for biological targets and tools like VaxSeer to predict virus evolution for vaccine strain selection. They also focus on interpretability and robustness for clinical AI to support safer, fairer deployment in healthcare settings.

Selected publications

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