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Barzilay Lab

Summary

The Barzilay Lab, led by Professor Regina Barzilay, is based at the Computer Science and Artificial Intelligence Laboratory (CSAIL) at the Massachusetts Institute of Technology (MIT). The lab focuses on developing machine learning models for clinical applications, oncology, drug discovery, and molecular property prediction, with a particular interest in analyzing and refining AI failures in scientific domains.

Research Focus

  • Clinical AI and Oncology: Developing deep learning models for early cancer detection, disease risk modeling, and clinical decision support.
  • AI for Drug Discovery: Designing neural network models for molecular representation, property prediction, and de novo molecular design.
  • Analysis of Machine Learning Failures: Evaluating why current ML architectures fail in specialized tasks such as Small-Molecule Structure Elucidation from mass spectrometry, proposing benchmarks and domain-specific architectures to address these failure modes.

Citations