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Title: Machine Learning Out-of-Equilibrium Phases of Matter

Authors:
; ;
Publication Date:
Sponsoring Org.:
USDOE
OSTI Identifier:
1456267
Grant/Contract Number:  
SC0010313
Resource Type:
Publisher's Accepted Manuscript
Journal Name:
Physical Review Letters
Additional Journal Information:
Journal Name: Physical Review Letters Journal Volume: 120 Journal Issue: 25; Journal ID: ISSN 0031-9007
Publisher:
American Physical Society
Country of Publication:
United States
Language:
English

Citation Formats

Venderley, Jordan, Khemani, Vedika, and Kim, Eun-Ah. Machine Learning Out-of-Equilibrium Phases of Matter. United States: N. p., 2018. Web. doi:10.1103/PhysRevLett.120.257204.
Venderley, Jordan, Khemani, Vedika, & Kim, Eun-Ah. Machine Learning Out-of-Equilibrium Phases of Matter. United States. doi:https://doi.org/10.1103/PhysRevLett.120.257204
Venderley, Jordan, Khemani, Vedika, and Kim, Eun-Ah. Thu . "Machine Learning Out-of-Equilibrium Phases of Matter". United States. doi:https://doi.org/10.1103/PhysRevLett.120.257204.
@article{osti_1456267,
title = {Machine Learning Out-of-Equilibrium Phases of Matter},
author = {Venderley, Jordan and Khemani, Vedika and Kim, Eun-Ah},
abstractNote = {},
doi = {10.1103/PhysRevLett.120.257204},
journal = {Physical Review Letters},
number = 25,
volume = 120,
place = {United States},
year = {2018},
month = {6}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record
DOI: https://doi.org/10.1103/PhysRevLett.120.257204

Citation Metrics:
Cited by: 16 works
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Works referenced in this record:

Quantum Entanglement in Neural Network States
journal, May 2017


Local Conservation Laws and the Structure of the Many-Body Localized States
journal, September 2013


Localization-protected quantum order
journal, July 2013


Equivalence of restricted Boltzmann machines and tensor network states
journal, February 2018


Machine learning quantum phases of matter beyond the fermion sign problem
journal, August 2017


On Many-Body Localization for Quantum Spin Chains
journal, April 2016


Universal Dynamics and Renormalization in Many-Body-Localized Systems
journal, March 2015


Absence of Diffusion in Certain Random Lattices
journal, March 1958


Observation of discrete time-crystalline order in a disordered dipolar many-body system
journal, March 2017

  • Choi, Soonwon; Choi, Joonhee; Landig, Renate
  • Nature, Vol. 543, Issue 7644
  • DOI: 10.1038/nature21426

Many-body localization edge in the random-field Heisenberg chain
journal, February 2015


Average entropy of a subsystem
journal, August 1993


Floquet Time Crystals
journal, August 2016


Probing many-body localization with neural networks
journal, June 2017


Localization and topology protected quantum coherence at the edge of hot matter
journal, July 2015

  • Bahri, Yasaman; Vosk, Ronen; Altman, Ehud
  • Nature Communications, Vol. 6, Issue 1
  • DOI: 10.1038/ncomms8341

Many-body localization and thermalization: Insights from the entanglement spectrum
journal, May 2016


Critical Properties of the Many-Body Localization Transition
journal, April 2017


Discovering phase transitions with unsupervised learning
journal, November 2016


Machine learning topological states
journal, November 2017


Criterion for Many-Body Localization-Delocalization Phase Transition
journal, December 2015


Learning phase transitions by confusion
journal, February 2017

  • van Nieuwenburg, Evert P. L.; Liu, Ye-Hua; Huber, Sebastian D.
  • Nature Physics, Vol. 13, Issue 5
  • DOI: 10.1038/nphys4037

Many-Body Localization in a Disordered Quantum Ising Chain
journal, September 2014


Solving the quantum many-body problem with artificial neural networks
journal, February 2017


Nonlocal adiabatic response of a localized system to local manipulations
journal, June 2015

  • Khemani, Vedika; Nandkishore, Rahul; Sondhi, S. L.
  • Nature Physics, Vol. 11, Issue 7
  • DOI: 10.1038/nphys3344

Machine learning phases of matter
journal, February 2017

  • Carrasquilla, Juan; Melko, Roger G.
  • Nature Physics, Vol. 13, Issue 5
  • DOI: 10.1038/nphys4035

Area laws in a many-body localized state and its implications for topological order
journal, September 2013


Many-body localization and symmetry-protected topological order
journal, April 2014


Self-learning Monte Carlo method
journal, January 2017


Many-body localization phase transition
journal, November 2010


Localization of interacting fermions at high temperature
journal, April 2007


Many-body localization in the Heisenberg X X Z magnet in a random field
journal, February 2008


Low-frequency conductivity in many-body localized systems
journal, September 2015


Machine learning Z 2 quantum spin liquids with quasiparticle statistics
journal, December 2017


Critical behavior of random transverse-field Ising spin chains
journal, March 1995


Two Universality Classes for the Many-Body Localization Transition
journal, August 2017


Metal–insulator transition in a weakly interacting many-electron system with localized single-particle states
journal, May 2006


Characterizing the many-body localization transition using the entanglement spectrum
journal, November 2017

  • Geraedts, S. D.; Regnault, N.; Nandkishore, R. M.
  • New Journal of Physics, Vol. 19, Issue 11
  • DOI: 10.1088/1367-2630/aa93a5

Absolute stability and spatiotemporal long-range order in Floquet systems
journal, August 2016


Phase Structure of Driven Quantum Systems
journal, June 2016


Universal Properties of Many-Body Delocalization Transitions
journal, September 2015

  • Potter, Andrew C.; Vasseur, Romain; Parameswaran, S. A.
  • Physical Review X, Vol. 5, Issue 3
  • DOI: 10.1103/PhysRevX.5.031033

Theory of the Many-Body Localization Transition in One-Dimensional Systems
journal, September 2015


Deep Learning the Quantum Phase Transitions in Random Two-Dimensional Electron Systems
journal, December 2016

  • Ohtsuki, Tomoki; Ohtsuki, Tomi
  • Journal of the Physical Society of Japan, Vol. 85, Issue 12
  • DOI: 10.7566/JPSJ.85.123706

Many-Body Localization and Thermalization in Quantum Statistical Mechanics
journal, March 2015


Quantum revivals and many-body localization
journal, April 2015


Bimodal entanglement entropy distribution in the many-body localization transition
journal, November 2016


Machine learning: Trends, perspectives, and prospects
journal, July 2015


Quantum Loop Topography for Machine Learning
journal, May 2017


Hilbert-Glass Transition: New Universality of Temperature-Tuned Many-Body Dynamical Quantum Criticality
journal, March 2014


Stability and instability towards delocalization in many-body localization systems
journal, April 2017


Phenomenology of fully many-body-localized systems
journal, November 2014


Observation of a discrete time crystal
journal, March 2017

  • Zhang, J.; Hess, P. W.; Kyprianidis, A.
  • Nature, Vol. 543, Issue 7644
  • DOI: 10.1038/nature21413