@article{lin2026machine, title={Machine learning-based inverse design for functional materials: Methods, challenges, and engineering applications}, author={Lin, Weihao and Jin, Liuchao and Jiang, Zhifei and Cai, Mingjing and Lai, Zhihui and Yurchenko, Daniil and Yan, Bo and Zhou, Shengxi and Novoselov, Kostya S. and Liao, Wei-Hsin and Fang, Shitong}, journal={Advanced Functional Materials}, pages={e75070}, year={2026} }