Liu, X., Zeng, K., Luo, Z., Wang, Y., Zhao, T., Xu, Z. (2026). Fine-tuning universal machine-learned interatomic potentials: A Tutorial on methods and applications. Journal of Applied Physics. https://doi.org/10.1063/5.0299305