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By-passing the Kohn-Sham equations with machine learning

By-passing the Kohn-Sham equations with machine learning

9 September 2016
Felix Brockherde
Leslie Vogt
Li Li
M. Tuckerman
K. Burke
K. Müller
    AI4CE
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Papers citing "By-passing the Kohn-Sham equations with machine learning"

8 / 8 papers shown
Title
Predicting fermionic densities using a Projected Quantum Kernel method
Predicting fermionic densities using a Projected Quantum Kernel method
Francesco Perciavalle
Francesco Plastina
Michele Pisarra
Nicola Lo Gullo
111
0
0
18 Apr 2025
Machine learning-guided construction of an analytic kinetic energy functional for orbital free density functional theory
Machine learning-guided construction of an analytic kinetic energy functional for orbital free density functional theory
Sergei Manzhos
Johann Luder
Manabu Ihara
Manabu Ihara
56
0
0
08 Feb 2025
A trans-disciplinary review of deep learning research for water
  resources scientists
A trans-disciplinary review of deep learning research for water resources scientists
Chaopeng Shen
AI4CE
131
687
0
06 Dec 2017
Understanding Kernel Ridge Regression: Common behaviors from simple
  functions to density functionals
Understanding Kernel Ridge Regression: Common behaviors from simple functions to density functionals
Kevin Vu
John C. Snyder
Li Li
M. Rupp
Brandon F. Chen
Tarek Khelif
K. Müller
K. Burke
28
100
0
16 Jan 2015
Understanding Machine-learned Density Functionals
Understanding Machine-learned Density Functionals
Li Li
John C. Snyder
I. Pelaschier
Jessica Huang
U. Niranjan
Paul Duncan
M. Rupp
K. Müller
K. Burke
40
151
0
04 Apr 2014
Orbital-free Bond Breaking via Machine Learning
Orbital-free Bond Breaking via Machine Learning
John C. Snyder
M. Rupp
K. Hansen
Leo Blooston
K. Müller
K. Burke
51
115
0
07 Jun 2013
Finding Density Functionals with Machine Learning
Finding Density Functionals with Machine Learning
John C. Snyder
M. Rupp
K. Hansen
K. Müller
K. Burke
92
476
0
22 Dec 2011
Fast and Accurate Modeling of Molecular Atomization Energies with
  Machine Learning
Fast and Accurate Modeling of Molecular Atomization Energies with Machine Learning
M. Rupp
A. Tkatchenko
K. Müller
O. A. von Lilienfeld
AI4CE
120
1,581
0
12 Sep 2011
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