An adaptive and computationally efficient machine-learning-based biasing technique for rare-event sampling is introduced, allowing an effective generation of high-dimensional free energy surfaces associated with complex processes, such as protein folding.
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References
Wang, D. et al. Nat. Comput. Sci. https://doi.org/10.1038/s43588-021-00173-1 (2021).
More, Y. et al. J. Chem. Phys. 153, 054115 (2020).
Chen, M. et al. Proc. Natl Acad. Sci. USA 112, 3235–3240 (2015).
Chiavazzo, E. et al. Proc. Natl Acad. Sci. USA 114, E5494–E5503 (2017).
Rosso, L. et al. J. Chem. Phys. 116, 4389–4402 (2002).
Maragliano, L. & Vanden-Eijnden, E. Chem. Phys. Lett. 426, 168–175 (2006).
Abrams, J. B. & Tuckerman, M. E. J. Phys. Chem. B 112, 15742–15757 (2008).
Chen, M. et al. J. Chem. Phys. 137, 024102 (2012).
Pfaendtner, J. & Bonomi, M. J. Chem. Theor. Comput. 11, 5062–5067 (2015).
Zhang, L. et al. J. Chem. Phys. 148, 124113 (2018).
Schneider, E. et al. Phys. Rev. Lett. 119, 150601 (2017).
Kresten, L.-L. et al. Science 334, 517–520 (2011).
Heo, L. et al. Proteins 87, 1263–1275 (2019).
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Tuckerman, M.E. The curse of dimensionality loses its power. Nat Comput Sci 2, 6–7 (2022). https://doi.org/10.1038/s43588-021-00182-0
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DOI: https://doi.org/10.1038/s43588-021-00182-0