Correction for ‘Comprehensive overview of machine learning applications in MOFs: from modeling processes to latest applications and design classifications’ by Yutong Liu et al. , J. Mater. Chem. A , 2025, 13 , 2403–2440, https://doi.org/10.1039/D4TA06740A.