Michael Socolich

This paper introduces BioM3, a framework that uses natural language prompts to design functional proteins, achieving state-of-the-art performance in prediction and generating proteins with native-like structures and function.

The paper studies epistasis in a fluorescent protein by analyzing mutations linking two phenotypically distinct variants, revealing high-order interactions and sparse patterns.