Machine Learning Quantum States III

Presentations

• Hybrid neural network - quantum simulator

  Invited

  March 5, 2019, 2:30 PM – March 5, 2019, 3:06 PM

  Presenters

  • Giacomo Torlai

    • Center for Computational Quantum Physics, Flatiron Institute

  Authors

  • Giacomo Torlai

    • Center for Computational Quantum Physics, Flatiron Institute

  View abstract →

• Reinforcement Learning Decoders for Fault-Tolerant Quantum Computation

  ORAL

  March 5, 2019, 3:06 PM – March 5, 2019, 3:18 PM

  Presenters

  • Evert Van Nieuwenburg

    • Caltech

  Authors

  • Ryan Sweke

    • Dahlem Center for Complex Quantum Systems, Freie Universitaet Berlin

  • Markus Kesselring

    • Dahlem Center for Complex Quantum Systems, Freie Universitaet Berlin

  • Evert Van Nieuwenburg

    • Caltech

  • Jens Eisert

    • Dahlem Center for Complex Quantum Systems, Freie Universitaet Berlin

  View abstract →

• The recoverable quantum information: A smart reward for reinforcement learning of quantum error correction

  ORAL

  March 5, 2019, 3:18 PM – March 5, 2019, 3:30 PM

  Presenters

  • Thomas Foesel

    • Max Planck Institute for the Science of Light

  Authors

  • Thomas Foesel

    • Max Planck Institute for the Science of Light

  • Petru Tighineanu

    • Max Planck Institute for the Science of Light

  • Talitha Weiss

    • IQOQI, University of Innsbruck
    • Institute for Quantum Optics and Quantum Information

  • Florian Marquardt

    • Max Planck Institute for the Science of Light
    • Max Planck Institute for the Science of Light, Staudtstrasse 2, 91058 Erlangen, Germany

  View abstract →

• Quantum error correction for the Toric code using Deep reinforcement learning

  ORAL

  March 5, 2019, 3:30 PM – March 5, 2019, 3:42 PM

  Presenters

  • Mats Granath

    • University of Gothenburg

  Authors

  • Philip Andreasson

    • University of Gothenburg

  • Simon Liljestrand

    • University of Gothenburg

  • Joel Johansson

    • University of Gothenburg

  • Mats Granath

    • University of Gothenburg

  View abstract →

• Restricted Boltzmann Machines and Matrix Product States of 1D Translational Invariant Stabilizer Codes

  ORAL

  March 5, 2019, 3:42 PM – March 5, 2019, 3:54 PM

  Presenters

  • Yunqin Zheng

    • Princeton University

  Authors

  • Yunqin Zheng

    • Princeton University

  • Huan He

    • Princeton University

  • Nicolas Regnault

    • ENS Paris-CNRS
    • Laboratoire Pierre Aigrain
    • Laboratoire Pierre Aigrain, Ecole normale superieure

  • Andrei B Bernevig

    • Princeton University
    • Physics, Princeton University
    • Department of Physics, Princeton University

  View abstract →

• Neural loop algorithm for square ice model

  ORAL

  March 5, 2019, 3:54 PM – March 5, 2019, 4:06 PM

  Presenters

  • Ying-Jer Kao

    • Department of Physics, National Taiwan University
    • National Taiwan University
    • Physics, National Taiwan University

  Authors

  • Ying-Jer Kao

    • Department of Physics, National Taiwan University
    • National Taiwan University
    • Physics, National Taiwan University

  • Kai-Wen Zhao

    • National Taiwan University

  • Wen-Han Kao

    • National Taiwan University

  View abstract →

• Variational optimization in the AI era: supervised wave-function optimization and computational graph states.

  ORAL

  March 5, 2019, 4:06 PM – March 5, 2019, 4:18 PM

  Presenters

  • Dmitrii Kochkov

    • Physics, University of Illinois at Urbana Champaign
    • Physics, University of Illinois at Urbana-Champaign

  Authors

  • Dmitrii Kochkov

    • Physics, University of Illinois at Urbana Champaign
    • Physics, University of Illinois at Urbana-Champaign

  • Bryan Clark

    • University of Illinois at Urbana-Champaign
    • Physics, University of Illinois at Urbana Champaign
    • Physics, University of Illinois at Urbana-Champaign

  View abstract →

• Generalized Transfer Matrix States from Artificial Neural Networks

  ORAL

  March 5, 2019, 4:18 PM – March 5, 2019, 4:30 PM

  Presenters

  • Lorenzo Pastori

    • Institute of Theoretical Physics, TU Dresden

  Authors

  • Lorenzo Pastori

    • Institute of Theoretical Physics, TU Dresden

  • Raphael Kaubruegger

    • Institute for Quantum Optics and Quantum Information of the Austrian Academy of Sciences

  • Jan Carl Budich

    • Institute of Theoretical Physics, TU Dresden
    • TU Dresden

  View abstract →

• Construction of Hamiltonians by supervised learning of energy spectra

  ORAL

  March 5, 2019, 4:30 PM – March 5, 2019, 4:42 PM

  Presenters

  • Sho Sugiura

    • Physics, Harvard University

  Authors

  • Hiroyuki Fujita

    • Institute for Solid State Physics, University of Tokyo

  • Yuya Nakagawa

    • Institute for Solid State Physics, University of Tokyo

  • Sho Sugiura

    • Physics, Harvard University

  • Masaki Oshikawa

    • Institute for Solid State Physics, University of Tokyo
    • Univ of Tokyo-Kashiwanoha

  View abstract →

• Backflow Transformations via Neural Networks for Quantum Many-Body Wave-Functions

  ORAL

  March 5, 2019, 4:42 PM – March 5, 2019, 4:54 PM

  Presenters

  • Di Luo

    • University of Illinois at Urbana-Champaign

  Authors

  • Di Luo

    • University of Illinois at Urbana-Champaign

  • Bryan Clark

    • University of Illinois at Urbana-Champaign
    • Physics, University of Illinois at Urbana Champaign
    • Physics, University of Illinois at Urbana-Champaign

  View abstract →

• Contrasting the Building Blocks of Grain Boundaries using Local vs. Multi-Scale Universal Descriptors

  ORAL

  March 5, 2019, 4:54 PM – March 5, 2019, 5:06 PM

  Presenters

  • Derek Hensley

    • Brigham Young University

  Authors

  • Derek Hensley

    • Brigham Young University

  • Conrad W Rosenbrock

    • Brigham Young University

  • Andrew H Nguyen

    • Brigham Young University

  • Gus Hart

    • Brigham Young University
    • Physics and Astronomy, Brigham Young University

  • Eric Homer

    • Brigham Young University

  View abstract →