Machine Learning for Quantum Matter II

Presentations

• Neural network wave functions and the sign problem

  ORAL

  March 15, 2021, 11:30 AM – March 15, 2021, 11:42 AM

  Presenters

  • Attila Szabo

    • TCM, University of Cambridge
    • University of Cambridge

  Authors

  • Attila Szabo

    • TCM, University of Cambridge
    • University of Cambridge

  • Claudio Castelnovo

    • Univ of Cambridge
    • TCM, University of Cambridge
    • University of Cambridge
    • T.C.M. Group, Cavendish Laboratory, JJ Thomson Avenue, Cambridge CB3 0HE, United Kingdom

  View abstract →

• Neural Networks for Analytic Continuation of Response Functions

  ORAL

  March 15, 2021, 11:42 AM – March 15, 2021, 11:54 AM

  Presenters

  • Simon Verret

    • Universite de Sherbrooke
    • Physics and Institut quantique, Université de Sherbrooke
    • Université de Sherbrooke

  Authors

  • Simon Verret

    • Universite de Sherbrooke
    • Physics and Institut quantique, Université de Sherbrooke
    • Université de Sherbrooke

  • Reza Nourafkan

    • Physics and Institut quantique, Université de Sherbrooke

  • Quinton Weyrich

    • Physics and Institut quantique, Université de Sherbrooke

  • Samuel Desrosiers

    • Physics and Institut quantique, Université de Sherbrooke

  • A.-M. S. Tremblay

    • Physics and Institut quantique, Université de Sherbrooke
    • Physics, Institut quantique, Université de Sherbrooke

  View abstract →

• Spiking Neuromorphic Chip Encodes Quantum Entanglement Correlations

  ORAL

  March 15, 2021, 11:54 AM – March 15, 2021, 12:06 PM

  Presenters

  • Stefanie Czischek

    • University of Waterloo
    • Department of Physics and Astronomy, University of Waterloo

  Authors

  • Stefanie Czischek

    • University of Waterloo
    • Department of Physics and Astronomy, University of Waterloo

  • Andreas Baumbach

    • Universität Heidelberg
    • Kirchhoff Institute for Physics, Heidelberg University

  • Sebastian Billaudelle

    • Kirchhoff Institute for Physics, Heidelberg University

  • Benjamin Cramer

    • Kirchhoff Institute for Physics, Heidelberg University

  • Lukas Kades

    • Institute for Theoretical Physics, Heidelberg University

  • Jan M. Pawlowski

    • Institute for Theoretical Physics, Heidelberg University

  • Johannes Schemmel

    • Kirchhoff Institute for Physics, Heidelberg University

  • Markus Oberthaler

    • Kirchhoff Institute for Physics, Heidelberg University

  • Mihai Petrovici

    • Department of Physiology, University of Bern

  • Thomas Gasenzer

    • Universität Heidelberg
    • Kirchhoff Institute for Physics, Heidelberg University

  • Martin Gaerttner

    • University Heidelberg
    • Kirchhoff Institute for Physics, Heidelberg University
    • Universität Heidelberg

  View abstract →

• Reinforcement Learning for Many-Body Ground State Preparation based on Counter-Diabatic Driving

  Invited

  March 15, 2021, 12:06 PM – March 15, 2021, 12:42 PM

  Presenters

  • Marin Bukov

    • University of Sofia
    • University of California, Berkeley
    • Faculty of Physics, Sofia University

  Authors

  • Jiahao Yao

    • University of California, Berkeley
    • Dept. of Mathematics, UC Berkeley

  • Lin Lin

    • University of California, Berkeley
    • Dept. of Mathematics, UC Berkeley

  • Marin Bukov

    • University of Sofia
    • University of California, Berkeley
    • Faculty of Physics, Sofia University

  View abstract →

• Entanglement and Tensor Networks for Supervised Image Classification

  ORAL

  March 15, 2021, 12:42 PM – March 15, 2021, 12:54 PM

  Presenters

  • John Martyn

    • Massachusetts Institute of Technology

  Authors

  • John Martyn

    • Massachusetts Institute of Technology

  • Guifre Vidal

    • X, The Moonshot Factory

  • Chase Roberts

    • X, The Moonshot Factory

  • Stefan Leichenauer

    • X, The Moonshot Factory

  View abstract →

• Continuous monitoring and feedback control of qubit dynamics using differentiable programming

  ORAL

  March 15, 2021, 12:54 PM – March 15, 2021, 1:06 PM

  Presenters

  • Frank Schäfer

    • Department of Physics, University of Basel
    • University of Basel

  Authors

  • Frank Schäfer

    • Department of Physics, University of Basel
    • University of Basel

  • Pavel Sekatski

    • University of Basel

  • Martin Koppenhoefer

    • Pritzker School of Molecular Engineering, University of Chicago
    • University of Chicago
    • University of Basel

  • Niels Loerch

    • University of Basel

  • Christoph Bruder

    • Department of Physics, University of Basel
    • University of Basel

  • Michal Kloc

    • University of Basel

  View abstract →

• Machine Learned Predictions of Complex Quantities from Differentiable Networks

  ORAL

  March 15, 2021, 1:06 PM – March 15, 2021, 1:18 PM

  Presenters

  • Olivier Malenfant-Thuot

    • Universite de Montreal

  Authors

  • Olivier Malenfant-Thuot

    • Universite de Montreal

  • Kevin Ryczko

    • Physics, University of Ottawa

  • Isaac Tamblyn

    • National Research Council of Canada
    • National Research Council

  • Michel Cote

    • Universite de Montreal
    • Université de Montréal
    • Département de physique, Université de Montréal and RQMP, Montréal, Québec, Canada
    • Physics and RQMP, Université de Montréal

  View abstract →

• Mitigating sign problem by automatic differentiation

  ORAL

  March 15, 2021, 1:18 PM – March 15, 2021, 1:30 PM

  Presenters

  • Zhouquan Wan

    • Tsinghua University

  Authors

  • Zhouquan Wan

    • Tsinghua University

  • Shixin Zhang

    • Tsinghua University

  • Hong Yao

    • Tsinghua University

  View abstract →

• Self-learning projective quantum Monte Carlo simulations guided by restricted Boltzmann machines

  Invited

  March 15, 2021, 1:30 PM – March 15, 2021, 2:06 PM

  Presenters

  • Estelle Inack

    • Perimeter Inst for Theo Phys
    • Perimeter Institute

  Authors

  • Estelle Inack

    • Perimeter Inst for Theo Phys
    • Perimeter Institute

  View abstract →

• Improving training schemes for encoding quantum states on neuromorphic hardware

  ORAL

  March 15, 2021, 2:06 PM – March 15, 2021, 2:18 PM

  Presenters

  • Robert Klassert

    • Universität Heidelberg

  Authors

  • Robert Klassert

    • Universität Heidelberg

  • Stefanie Czischek

    • University of Waterloo
    • Department of Physics and Astronomy, University of Waterloo

  • Andreas Baumbach

    • Universität Heidelberg
    • Kirchhoff Institute for Physics, Heidelberg University

  • Martin Gärttner

    • Universität Heidelberg

  • Thomas Gasenzer

    • Universität Heidelberg
    • Kirchhoff Institute for Physics, Heidelberg University

  View abstract →