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19922026
most citedFast and Accurate Modeling of Molecular Atomization Energies with Machine Learning

2.4k citations

Showing 2020 · physics.chem-phShow all

6 papers · 2 filters

physics.chem-ph2020★ 18 cited

Data-driven equation for drug-membrane permeability across drugs and membranes

Arghya Dutta, Jilles Vreeken, Luca M. Ghiringhelli +1

Drug efficacy depends on its capacity to permeate across the cell membrane. We consider the prediction of passive drug-membrane permeability coefficients. Beyond the widely recogni…

physics.chem-ph2020★ 61 cited

Nuclear dynamics of singlet exciton fission: a direct observation in pentacene single crystals

Hélène Seiler, Marcin Krynski, Daniela Zahn +7

Singlet exciton fission (SEF) is a key process in the development of efficient opto-electronic devices. An aspect that is rarely probed directly, and yet has a tremendous impact on…

physics.chem-ph2020★ 8 cited

Predicting second virial coefficients of organic and inorganic compounds using Gaussian Process Regression

Miruna T. Cretu, Jesús Pérez-Ríos

We show that by using intuitive and accessible molecular features it is possible to predict the temperature-dependent second virial coefficient of organic and inorganic compounds u…

physics.chem-ph2020

Quantum Nuclei at Weakly Bonded Interfaces: The Case of Cyclohexane on Rh(111)

Karen Fidanyan, Ikutaro Hamada, Mariana Rossi

The electronic properties of interfaces can depend on their isotopic constitution. One known case is that of cyclohexane physisorbed on Rh(111), in which isotope effects have been…

physics.chem-ph2020★ 21 cited

A data-driven approach to determine dipole moments of diatomic molecules

Xiangyue Liu, Gerard Meijer, Jesús Pérez-Ríos

We present a data-driven approach for the prediction of the electric dipole moment of diatomic molecules, which is one of the most relevant molecular properties. In particular, we…

physics.chem-ph2020★ 15 cited

Multidimensional Hydrogen Tunneling in Supported Molecular Switches: The Role of Surface Interactions

Yair Litman, Mariana Rossi

The nuclear tunneling crossover temperature () of hydrogen transfer reactions in supported molecular-switch architectures can lie close to room temperature. This calls for the…