Xiaoqing Liu, Kehan Zeng, Zedong Luo, Yangshuai Wang, Teng Zhao, Zhenli Xu. "Fine-tuning universal machine-learned interatomic potentials: A Tutorial on methods and applications." Journal of Applied Physics, 2026. doi:10.1063/5.0299305