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

arXiv:2610.07607v1 Announce Type: cross Abstract: Model-guided directed evolution seeks to identify high-fitness protein variants under limited oracle budgets. Protein language models (PLMs) provide rich representations for this task, but task-agnostic zero-sh