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Free energy methods for the description of molecular processes
C Chipot - Annual Review of Biophysics, 2023 - annualreviews.org
Efforts to combine theory and experiment to advance our knowledge of molecular processes
relevant to biophysics have been considerably enhanced by the contribution of statistical …
relevant to biophysics have been considerably enhanced by the contribution of statistical …
From byte to bench to bedside: molecular dynamics simulations and drug discovery
Molecular dynamics (MD) simulations and computer-aided drug design (CADD) have
advanced substantially over the past two decades, thanks to continuous computer hardware …
advanced substantially over the past two decades, thanks to continuous computer hardware …
Deep learning the slow modes for rare events sampling
The development of enhanced sampling methods has greatly extended the scope of
atomistic simulations, allowing long-time phenomena to be studied with accessible …
atomistic simulations, allowing long-time phenomena to be studied with accessible …
A unified framework for machine learning collective variables for enhanced sampling simulations: mlcolvar
Identifying a reduced set of collective variables is critical for understanding atomistic
simulations and accelerating them through enhanced sampling techniques. Recently …
simulations and accelerating them through enhanced sampling techniques. Recently …
Discovering reaction pathways, slow variables, and committor probabilities with machine learning
A significant challenge faced by atomistic simulations is the difficulty, and often impossibility,
to sample the transitions between metastable states of the free-energy landscape …
to sample the transitions between metastable states of the free-energy landscape …
Descriptor-Free Collective Variables from Geometric Graph Neural Networks
Enhanced sampling simulations make the computational study of rare events feasible. A
large family of such methods crucially depends on the definition of some collective variables …
large family of such methods crucially depends on the definition of some collective variables …
Enhanced sampling in molecular dynamics simulations and their latest applications—A review
Molecular dynamics (MD) simulations are capable of reproducing dynamic evolution at the
molecular scale, but are limited by temporal scales. Enhanced sampling has emerged as a …
molecular scale, but are limited by temporal scales. Enhanced sampling has emerged as a …
Overcoming the timescale barrier in molecular dynamics: Transfer operators, variational principles and machine learning
One of the main challenges in molecular dynamics is overcoming the 'timescale barrier': in
many realistic molecular systems, biologically important rare transitions occur on timescales …
many realistic molecular systems, biologically important rare transitions occur on timescales …
Permutationally invariant networks for enhanced sampling (PINES): Discovery of multimolecular and solvent-inclusive collective variables
The typically rugged nature of molecular free-energy landscapes can frustrate efficient
sampling of the thermodynamically relevant phase space due to the presence of high free …
sampling of the thermodynamically relevant phase space due to the presence of high free …
OneOPES, a combined enhanced sampling method to rule them all
Enhanced sampling techniques have revolutionized molecular dynamics (MD) simulations,
enabling the study of rare events and the calculation of free energy differences in complex …
enabling the study of rare events and the calculation of free energy differences in complex …