Objective curriculum-guided design of multi-property proteins
Longying Liu, Jianquan Zhao, Xiaomin Xie, Simeng Xu, Milong Ren, Xinru Zhang, Zaikai He, Fan Liu, Chungong Yu, Kun Wang, Xinglong Wang, Xinmiao Liang, Xianlong Ye, Dongbo Bu, Han Zhou
This paper introduces OCDesign, a curriculum-guided framework for multi-property protein design, showing that staged objective introduction improves success rates compared to one-shot optimization.
bioRxiv · May 29, 2026 · PreprintBioengineering