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

2.4k citations

Showing 2016Show all

43 papers · 1 filter

cond-mat.mtrl-sci2016★ 122 cited

Uncovering structure-property relationships of materials by subgroup discovery

B. R. Goldsmith, M. Boley, J. Vreeken +2

Subgroup discovery (SGD) is presented here as a data-mining approach to help find interpretable local patterns, correlations, and descriptors of a target property in materials-scie…

cond-mat.mtrl-sci2016★ 137 cited

Learning physical descriptors for materials science by compressed sensing

Luca M. Ghiringhelli, Jan Vybiral, Emre Ahmetcik +4

The availability of big data in materials science offers new routes for analyzing materials properties and functions and achieving scientific understanding. Finding structure in th…

cond-mat.soft2016★ 12 cited

Localization and diffusion of tracer particles in viscoelastic media with active force dipoles

Kento Yasuda, Ryuichi Okamoto, Shigeyuki Komura +1

Optical tracking in vivo experiments reveal that diffusion of particles in biological cells is strongly enhanced in the presence of ATP and the experimental data for animal cells c…

physics.chem-ph2016★ 1 cited

Mapping and Classifying Molecules from a High-Throughput Structural Database

Sandip De, Felix Musil, Teresa Ingram +2

High-throughput computational materials design promises to greatly accelerate the process of discovering new materials and compounds, and of optimizing their properties. The large…

physics.chem-ph2016★ 1.2k cited

Machine Learning of Accurate Energy-Conserving Molecular Force Fields

Stefan Chmiela, Alexandre Tkatchenko, Huziel E. Sauceda +3

Using conservation of energy - a fundamental property of closed classical and quantum mechanical systems - we develop an efficient gradient-domain machine learning (GDML) approach…

cond-mat.supr-con2016★ 59 cited

Multiband one-dimensional electronic structure and spectroscopic signature of Tomonoga-Luttinger liquid behavior in KCrAs

M. D. Watson, Y. Feng, C. W. Nicholson +8

We present Angle-Resolved Photoemission Spectroscopy measurements of the quasi-one dimensional superconductor KCrAs. We find that the Fermi surface contains two Fermi s…

cond-mat.soft2016★ 75 cited

Transient birefringence of liquids induced by terahertz electric-field torque on permanent molecular dipoles

Mohsen Sajadi, Martin Wolf, Tobias Kampfrath

Microscopic understanding of low-frequency molecular motions in liquids has been a longstanding goal in soft-matter science. So far, such low-frequency motions have mostly been acc…

cond-mat.mtrl-sci2016★ 44 cited

Parametric frequency mixing in the magneto-elastically driven FMR-oscillator

C. L. Chang, A. M. Lomonosov, J. Janusonis +3

We demonstrate the nonlinear frequency conversion of ferromagnetic resonance (FMR) frequency by optically excited elastic waves in a thin metallic film on dielectric substrates. Ti…

cond-mat.str-el2016★ 34 cited

Dimensional Crossover in a Charge Density Wave Material Probed by Angle-Resolved Photoemission Spectroscopy

Christopher W. Nicholson, Christophe Berthod, Michele Puppin +4

High-resolution angle-resolved photoemission spectroscopy (ARPES) data reveal evidence of a crossover from one-dimensional (1D) to three-dimensional (3D) behavior in the prototypic…

cond-mat.mtrl-sci2016★ 68 cited

Lattice Dynamics Calculations based on Density-functional Perturbation Theory in Real Space

Honghui Shang, Christian Carbogno, Patrick Rinke +1

A real-space formalism for density-functional perturbation theory (DFPT) is derived and applied for the computation of harmonic vibrational properties in molecules and solids. The…

cond-mat.str-el2016★ 76 cited

Revealing the role of electrons and phonons in the ultrafast recovery of charge density wave correlations in 1-TiSe

C. Monney, M. Puppin, C. W. Nicholson +8

Using time- and angle-resolved photoemission spectroscopy with selective near- and mid-infrared photon excitations, we investigate the femtosecond dynamics of the charge density wa…

quant-ph2016★ 599 cited

Atoms and Molecules in Cavities: From Weak to Strong Coupling in QED Chemistry

Johannes Flick, Michael Ruggenthaler, Heiko Appel +1

In this work, we provide an overview of how well-established concepts in the fields of quantum chemistry and material sciences have to be adapted when the quantum nature of light b…

physics.chem-ph2016★ 1.5k cited

Quantum-Chemical Insights from Deep Tensor Neural Networks

Kristof T. Schütt, Farhad Arbabzadah, Stefan Chmiela +2

Learning from data has led to paradigm shifts in a multitude of disciplines, including web, text, and image search, speech recognition, as well as bioinformatics. Can machine learn…

nlin.PS2016★ 17 cited

Self-Organized Stationary Patterns in Networks of Bistable Chemical Reactions

N. E. Kouvaris, M. Sebek, A. S. Mikhailov +1

Experiments with networks of discrete reactive bistable electrochemical elements organized in regular and nonregular tree networks are presented to confirm an alternative to the Tu…

cond-mat.mtrl-sci2016★ 36 cited

Towards efficient orbital-dependent density functionals for weak and strong correlation

Igor Ying Zhang, Patrick Rinke, John P. Perdew +1

We present a new paradigm for the design of exchange-correlation functionals in density-functional theory. Electron pairs are correlated explicitly by means of the recently develop…

cond-mat.mtrl-sci2016★ 140 cited

Ab initio Green-Kubo Approach for the Thermal Conductivity of Solids

Christian Carbogno, Rampi Ramprasad, Matthias Scheffler

We herein present a first-principles formulation of the Green-Kubo method that allows the accurate assessment of the non-radiative thermal conductivity of solid semiconductors and…

cond-mat.mtrl-sci2016★ 633 cited

Understanding Band Gaps of Solids in Generalized Kohn-Sham Theory

John P. Perdew, Weitao Yang, Kieron Burke +11

The fundamental energy gap of a periodic solid distinguishes insulators from metals and characterizes low-energy single-electron excitations. But the gap in the band-structure of t…

cond-mat.str-el2016★ 187 cited

Ultrafast Electronic Band Gap Control in an Excitonic Insulator

Selene Mor, Marc Herzog, Denis Golež +8

We report on the nonequilibrium dynamics of the electronic structure of the layered semiconductor TaNiSe investigated by time- and angle-resolved photoelectron spectroscopy…

cond-mat.mtrl-sci2016★ 54 cited

Coherent and Incoherent Structural Dynamics in Laser-Excited Antimony

Lutz Waldecker, Tobias Zier, Thomas Vasileiadis +5

We investigate the excitation of phonons in photoexcited antimony and demonstrate that the entire electron-lattice interactions, in particular coherent and incoherent electron-phon…

physics.optics2016★ 109 cited

Femtosecond spin current pulses generated by the non-thermal spin-dependent Seebeck effect and interacting with ferromagnets in spin valves

Alexandr Alekhin, Ilya Razdolski, Nikita Ilin +8

Using the sensitivity of magneto-induced second harmonic generation to spin currents (SC), we demonstrate in Fe/Au/Fe/MgO(001) pseudo spin valves the generation of 250 fs-long SC p…

cond-mat.mtrl-sci2016★ 37 cited

Effects of Crystal Anisotropy on Optical Phonon Resonances in the Mid-Infrared Second Harmonic Response of SiC

Alexander Paarmann, Ilya Razdolski, Sandy Gewinner +2

We study the effects of crystal anisotropy on optical phonon resonances in the second harmonic generation (SHG) from silicon carbide (SiC) in its Reststrahl region. By comparing ex…

physics.optics2016★ 67 cited

Resonant enhancement of second harmonic generation in the mid-infrared using localized surface phonon polaritons in sub-diffractional nanostructures

Ilya Razdolski, Yiguo Chen, Alexander J. Giles +8

We report on strong enhancement of mid-infrared second harmonic generation (SHG) from SiC nanopillars due to the resonant excitation of localized surface phonon-polaritons within t…

cond-mat.mtrl-sci2016★ 2 cited

Towards a Common Format for Computational Material Science Data

Luca M. Ghiringhelli, Christian Carbogno, Sergey Levchenko +5

Information and data exchange is an important aspect of scientific progress. In computational materials science, a prerequisite for smooth data exchange is standardization, which m…

physics.chem-ph2016★ 17 cited

Intramolecular Torque, an Indicator of the Internal Rotation Direction of Rotor Molecules and Similar Systems

Rui-Qin Zhang, Yan-Ling Zhao, Fei Qi +2

Torque is ubiquitous in many molecular systems, including collisions, chemical reactions, vibrations, electronic excitations and especially rotor molecules. We present a straightfo…