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

2.4k citations

Showing 2017 · physics.chem-phShow all

8 papers · 2 filters

physics.chem-ph2017★ 2.3k cited

SchNet - a deep learning architecture for molecules and materials

Kristof T. Schütt, Huziel E. Sauceda, Pieter-Jan Kindermans +2

Deep learning has led to a paradigm shift in artificial intelligence, including web, text and image search, speech recognition, as well as bioinformatics, with growing impact in ch…

physics.chem-ph2017★ 58 cited

Experimentally Probing the Libration of Interfacial Water: the Rotational Potential of Water is Stiffer at the Air/Water Interface than in Bulk Liquid

Yujin Tong, Tobias Kampfrath, R. Kramer Campen

Most properties of liquid water are determined by its hydrogen-bond network. Because forming an aqueous interface requires termination of this network, one might expect the molecul…

physics.chem-ph2017★ 14 cited

Characterization of Water Dissociation on -AlO: Theory and Experiment

Jonas Wirth, Harald Kirsch, Sebastian Wlosczyk +3

The interaction of water with -alumina (i.e. -AlO surfaces is important in a variety of applications and a useful model for the interaction of water with environm…

physics.chem-ph2017★ 4 cited

Experimentally Probing 'Hydrophobic' Water at the Gold Electrode/Aqueous Interface

Yujin Tong, François Lapointe, Matin Thämer +2

Quantitative description of reaction mechanisms in aqueous phase electrochemistry requires experimental characterization of local water structure at the electrode/aqueous interface…

physics.chem-ph2017★ 38 cited

Experimentally Quantifying Anion Polarizability at the Air/Water Interface

Yujin Tong, Igor Ying Zhang, R. Kramer Campen

The adsorption of anions from aqueous solution on the air/water interface controls important heterogeneous chemistry in the atmosphere and is thought to have similar physics to ani…

physics.chem-ph2017★ 49 cited

Decisive role of nuclear quantum effects on surface mediated water dissociation at finite temperature

Yair Litman, Davide Donadio, Michele Ceriotti +1

Water molecules adsorbed on inorganic substrates play an important role in several technological applications. In the presence of light atoms in adsorbates, nuclear quantum effects…

physics.chem-ph2017★ 25 cited

Cold collisions in a molecular synchrotron

Aernout P. P. van der Poel, Peter C. Zieger, Sebastiaan Y. T. van de Meerakker +3

We study collisions between neutral, deuterated ammonia molecules (ND) stored in a 50 cm diameter synchrotron and argon atoms in co-propagating supersonic beams. The advantages…

physics.chem-ph2017★ 301 cited

Unified Representation of Molecules and Crystals for Machine Learning

Haoyan Huo, Matthias Rupp

Accurate simulations of atomistic systems from first principles are limited by computational cost. In high-throughput settings, machine learning can reduce these costs significantl…