Yan Zheng

Rank-guided learning accelerates automated enzyme engineering

Enzyme catalysis has become a cornerstone of modern synthesis, offering sustainable routes to structurally complex molecules. However, the rugged fitness landscape and limited model capacity to learn from sparse data constrain the development of biocatalysts. Here, we present Rank-guided Exploration for Automated enzym...