Linear Fitness Subspace in Protein Language Models Enables Sample-Efficient Directed Evolution

SiYuan Ma, Canran Xiao, Zikai Xiao +5

Model-guided directed evolution seeks to identify high-fitness protein variants under limited oracle budgets. Protein language models (PLMs) provide rich representations for this t…