Accelerating protein engineering with fitness landscape modeling and reinforcement learning
Haoran Sun, Liang He, Pan Deng, Guoqing Liu, Zhiyu Zhao, Yuliang Jiang, Chuan Cao, Fusong Ju, Lijun Wu, Haiguang Liu, Tao Qin, Tie‐Yan Liu
The paper introduces {micro}Protein, a framework combining deep learning and reinforcement learning to predict and discover high-gain protein mutants using single mutation data.
Nature Machine Intelligence · Sep 8, 2025Peer-reviewedSynthetic Biology