Jiao Jin

This study benchmarks machine learning models for enzyme engineering using a curated dataset, finding zero-shot predictors are most generalizable but still modestly correlated with activity, with consensus models improving precision.

This paper introduces a framework combining a protein GPT model with a custom discriminator to prioritize diverse and functional protein sequences for de novo design.