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M. Parrinello

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#natural language process... Open access Oct 2025

Committors without Descriptors

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. · 7 citations
Review Open access Jul 2026

Methods for the establishment of enzymatic mechanisms – from QM to ML

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. · 0 citations

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