Off-Manifold Collapse in Guided Protein Language Models

Shuibai Zhang, Xinchi Liu, Fred Zhangzhi Peng +4

Protein language models are widely used priors for protein sequence design, and a growing body of work controls them at inference time as an alternative to fine-tuning. Such guidan…