most citedDeep Ensembles vs. Committees for Uncertainty Estimation in Neural-Network Force Fields: Comparison and Application to Active Learning

56 citations · 141 across the 5 of their papers we have counts for

collaborators

5 papers

physics.comp-ph2023★ 56 cited

Deep Ensembles vs. Committees for Uncertainty Estimation in Neural-Network Force Fields: Comparison and Application to Active Learning

Jesús Carrete, Hadrián Montes-Campos, Ralf Wanzenböck +2

A reliable uncertainty estimator is a key ingredient in the successful use of machine-learning force fields for predictive calculations. Important considerations are correlation wi…

physics.chem-ph2021★ 13 cited

Effect of a Tertiary Butyl Group on Polar Solvation Dynamics in Aqueous Solution: A Computational Approach

Esther Heid, Christian Schröder

The current computational study investigates the changes in solvation dynamics of water when introducing hydrophobic side chains to the molecular probe N-methyl-6-oxyquinolinium be…

physics.chem-ph2021★ 10 cited

Computational solvation dynamics of oxyquinolinium betaine linked to trehalose

Esther Heid, Christian Schröder

Studying the changed water dynamics in the hydration layers of biomolecules is an important step towards fuller understanding of their function and mechanisms, but has shown to be…

physics.chem-ph2021★ 17 cited

The small impact of various partial charge distributions in ground and excited state on the computational Stokes shift of 1-methyl-6-oxyquinolinium betaine in diverse water models

Esther Heid, Sophia Harringer, Christian Schröder

The influence of the partial charge distribution obtained from quantum mechanics of the solute 1-methyl-6-oxyquinolinium betaine in the ground- and first excited state on the time-…

physics.chem-ph2021★ 45 cited

Additive polarizabilities in ionic liquids

Carlos ES Bernardes, Karina Shimizu, José Nuno Canongia Lopes +4

An extended Designed regression analysis of experimental data on density and refractive indices of several classes of ionic liquids yielded statistically averaged atomic volumes an…