A committor-based method that promotes frequent transitions between the metastable states of the system and allows extensive sampling of the process transition state ensemble and highlights the advantages of a graph-based approach in describing the role of solvent molecules in systems, such as ion pair dissociation or ligand binding.
Peilin Kang, Jin-Tu Zhang, Enrico Trizio et al.· Journal of Chemical Theory a...· 7 citations
A comprehensive overview of how enhanced sampling methods are reshaping the field, with a particular focus on the data-driven construction of collective variables, is provided.
Kai Zhu, Enrico Trizio, Jintu Zhang et al.· Chemical Reviews· 58 citations
Recent developments in ML potentials, ML collective variables, and committor-based sampling are presented as innovative methods that have been able to address some of the current challenges in accuracy, sampling efficiency, and the identification of low-dimensional representations of reaction coordinates.
Rui P. P. Neves, J. Coimbra, Pedro Paiva et al.· Chemical Science· 0 citations
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