Rafael Rafailov

Aligning protein-generative models to experimental fitness with ProteinDPO.

This work demonstrates how to provide task-specific information without losing the general knowledge learned during pretraining by using direct preference optimization to align a structure-conditioned protein language model to preferentially generate stable protein sequences.