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

2.4k citations

Showing 2017Show all

40 papers · 1 filter

physics.optics2017★ 52 cited

Surface plasmon-mediated nanoscale localization of laser-driven sub-THz spin dynamics in magnetic dielectrics

Alexander L. Chekhov, Alexander I. Stognij, Takuya Satoh +3

Ultrafast all-optical control of spins with femtosecond laser pulses is one of the hot topics at the crossroads of photonics and magnetism with a direct impact on future magnetic r…

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…

cond-mat.mes-hall2017★ 8 cited

Theory of excitation transfer between two-dimensional semiconductor and molecular layers

Judith Specht, Eike Verdenhalven, Björn Bieniek +3

The geometry-dependent energy transfer rate from an electrically pumped inorganic semiconductor quantum well into an organic molecular layer is studied theoretically. We focus on F…

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…

cond-mat.mtrl-sci2017★ 1 cited

The search for high entropy alloys: a high-throughput approach

Yoav Lederer, Cormac Toher, Kenneth S. Vecchio +1

While the ongoing search to discover new high-entropy systems is slowly expanding beyond metals, a rational and effective method for predicting "in silico" the solid solution formi…

cond-mat.str-el2017★ 19 cited

The photoinduced transition in magnetoresistive manganites: a comprehensive view

V. Esposito, L. Rettig, E. Abreu +12

We use femtosecond x-ray diffraction to study the structural response of charge and orbitally ordered PrCaMnO thin films across a phase transition induced by 800 nm…

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…

cond-mat.mtrl-sci2017★ 63 cited

First-Principles Supercell Calculations of Small Polarons with Proper Account for Long-Range Polarization Effects

Sebastian Kokott, Sergey V Levchenko, Patrick Rinke +1

We present a density functional theory (DFT) based supercell approach for modeling small polarons with proper account for the long-range elastic response of the material. Our analy…

cond-mat.supr-con2017★ 448 cited

Machine learning modeling of superconducting critical temperature

Valentin Stanev, Corey Oses, A. Gilad Kusne +4

Superconductivity has been the focus of enormous research effort since its discovery more than a century ago. Yet, some features of this unique phenomenon remain poorly understood;…

cond-mat.mtrl-sci2017★ 821 cited

SISSO: a compressed-sensing method for identifying the best low-dimensional descriptor in an immensity of offered candidates

Runhai Ouyang, Stefano Curtarolo, Emre Ahmetcik +2

The lack of reliable methods for identifying descriptors - the sets of parameters capturing the underlying mechanisms of a materials property - is one of the key factors hindering…

cond-mat.mtrl-sci2017★ 147 cited

Dissecting spin-phonon equilibration in ferrimagnetic insulators by ultrafast lattice excitation

Sebastian F. Maehrlein, Ilie Radu, Pablo Maldonado +8

To gain control over magnetic order on ultrafast time scales, a fundamental understanding of the way electron spins interact with the surrounding crystal lattice is required. Howev…

cond-mat.mtrl-sci2017★ 20 cited

Second-harmonic phonon spectroscopy of -quartz

Christopher J. Winta, Sandy Gewinner, Wieland Schöllkopf +2

We demonstrate midinfrared second-harmonic generation as a highly sensitive phonon spectroscopy technique that we exemplify using -quartz (SiO) as a model system. A midinfra…

cond-mat.mtrl-sci2017★ 49 cited

Complex THz and DC inverse spin Hall effect in YIG/CuIr bilayers across a wide concentration range

Joel Cramer, Tom Seifert, Alexander Kronenberg +5

We measure the inverse spin Hall effect of CuIr thin films on yttrium iron garnet over a wide range of Ir concentrations (). Spin curr…

cond-mat.mtrl-sci2017★ 351 cited

Insightful classification of crystal structures using deep learning

A. Ziletti, D. Kumar, M. Scheffler +1

Computational methods that automatically extract knowledge from data are critical for enabling data-driven materials science. A reliable identification of lattice symmetry is a cru…

cond-mat.mes-hall2017★ 181 cited

Femtosecond formation dynamics of the spin Seebeck effect revealed by terahertz spectroscopy

T. S. Seifert, S. Jaiswal, J. Barker +18

Understanding the transfer of spin angular momentum is essential in modern magnetism research. A model case is the generation of magnons in magnetic insulators by heating an adjace…

cond-mat.mtrl-sci2017★ 34 cited

Predicting ground-state configurations and electronic properties of the thermoelectric clathrates BaAlSi and SrAlSi

Maria Troppenz, Santiago Rigamonti, Claudia Draxl

The structural and electronic properties of the clathrate compounds BaAlSi and SrAlSi are studied from first principles, considering an Al…

physics.atm-clus2017★ 5 cited

Kinetically Trapped Liquid-State Conformers of a Sodiated Model Peptide Observed in the Gas Phase

Markus Schneider, Chiara Masellis, Thomas Rizzo +1

We investigate the peptide AcPheAla5LysH+, a model system for studying helix formation in the gas phase, in order to fully understand the forces that stabilize the helical structur…

cond-mat.soft2017★ 2 cited

Anharmonic Coupling between Intermolecular Motions of Water Revealed by Terahertz Kerr Effect

Tobias Kampfrath, Martin Wolf, Mohsen Sajadi

Formation of local molecular structures in liquid water is believed to have marked effect on the bulk properties of water, however, resolving such structural motives in an experime…

physics.optics2017★ 233 cited

Generalized 4 4 Matrix Formalism for Light Propagation in Anisotropic Stratified Media: Study of Surface Phonon Polaritons in Polar Dielectric Heterostructures

Nikolai Christian Passler, Alexander Paarmann

We present a generalized 4 4 matrix formalism for the description of light propagation in birefringent stratified media. In contrast to previous work, our algorithm is cap…

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.optics2017★ 18 cited

The sign of the polarizability anisotropy of polar molecules is obtained faithfully from terahertz Kerr effect

Tobias Kampfrath, Martin Wolf, Mohsen Sajadi

Optically heterodyned detected terahertz Kerr effect of gases of polar molecules is reported. Strikingly, the birefringence signal from fluoroform is found to have opposite polarit…