Summary

Guided sequence-only diffusion outperforms fine-tuned autoregressive PLMs on designing high-fitness enzymes (1).

Figures

Ref (1)

1.
Yang J, Chu W, Khalil D, Astudillo R, Wittmann BJ, Arnold FH, et al. Steering Generative Models with Experimental Data for Protein Fitness Optimization. 2025; Available from: https://arxiv.org/abs/2505.15093