Title: Self-learning Monte Carlo with deep neural networks

Journal Article · · Physical Review B
; ;

Not Available

Sponsoring Organization:
USDOE
Grant/Contract Number:
SC0010526
OSTI ID:
1439375
Journal Information:
Physical Review B, Journal Name: Physical Review B Journal Issue: 20 Vol. 97; ISSN 2469-9950; ISSN PRBMDO
Publisher:
American Physical SocietyCopyright Statement
Country of Publication:
United States
Language:
English

References (48)

Computational Methods in Coupled Electron-Ion Monte Carlo Simulations journal September 2005
Approximation by superpositions of a sigmoidal function journal December 1989
Approximation capabilities of multilayer feedforward networks journal January 1991
Machine learning phases of matter journal February 2017
Learning phase transitions by confusion journal February 2017
Efficient representation of quantum many-body states with deep neural networks journal September 2017
Neural-network quantum state tomography journal February 2018
Unifying neural-network quantum states and correlator product states via tensor networks journal February 2018
Localized Magnetic States in Metals journal October 1961
Deep learning and the Schrödinger equation journal October 2017
Two-dimensional Hubbard model: Numerical simulation study journal April 1985
Monte Carlo study of the symmetric Anderson-impurity model journal July 1988
Numerical study of the two-dimensional Hubbard model journal July 1989
Performance analysis of continuous-time solvers for quantum impurity models journal December 2007
Machine learning for many-body physics: The case of the Anderson impurity model journal October 2014
Discovering phase transitions with unsupervised learning journal November 2016
Accelerated Monte Carlo simulations with restricted Boltzmann machines journal January 2017
Self-learning Monte Carlo method journal January 2017
Self-learning Monte Carlo method and cumulative update in fermion systems journal June 2017
Probing many-body localization with neural networks journal June 2017
Self-learning quantum Monte Carlo method in interacting fermion systems journal July 2017
Machine learning of frustrated classical spin models. I. Principal component analysis journal October 2017
Self-learning Monte Carlo method: Continuous-time algorithm journal October 2017
Restricted Boltzmann machine learning for solving strongly correlated quantum systems journal November 2017
Equivalence of restricted Boltzmann machines and tensor network states journal February 2018
Identifying product order with restricted Boltzmann machines journal March 2018
Identifying quantum phase transitions with adversarial neural networks journal April 2018
Learning disordered topological phases by statistical recovery of symmetry journal May 2018
Monte Carlo calculations of coupled boson-fermion systems. I journal October 1981
Quantum Monte Carlo with directed loops journal October 2002
Directed update for the stochastic Green function algorithm journal November 2008
Reptation quantum Monte Carlo algorithm for lattice Hamiltonians with a directed-update scheme journal October 2010
Recommender engine for continuous-time quantum Monte Carlo methods journal March 2017
Discovering phases, phase transitions, and crossovers through unsupervised machine learning: A critical examination journal June 2017
Unsupervised learning of phase transitions: From principal component analysis to variational autoencoders journal August 2017
Quantum Loop Topography for Machine Learning journal May 2017
Machine Learning Topological Invariants with Neural Networks journal February 2018
Scaling Theory of the Asymmetric Anderson Model journal February 1978
Monte Carlo Method for Magnetic Impurities in Metals journal June 1986
Reptation Quantum Monte Carlo: A Method for Unbiased Ground-State Averages and Imaginary-Time Correlations journal June 1999
Quantum Entanglement in Neural Network States journal May 2017
Neural-Network Quantum States, String-Bond States, and Chiral Topological States journal January 2018
Dynamical mean-field theory of strongly correlated fermion systems and the limit of infinite dimensions journal January 1996
Continuous-time Monte Carlo methods for quantum impurity models journal May 2011
Solving the quantum many-body problem with artificial neural networks journal February 2017
Deep Learning the Quantum Phase Transitions in Random Two-Dimensional Electron Systems journal December 2016
Detection of Phase Transition via Convolutional Neural Networks journal June 2017
Machine Learning Technique to Find Quantum Many-Body Ground States of Bosons on a Lattice journal January 2018

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