Machine Learning for Quantum Matter I

Presentations

• Dynamics in correlated quantum matter with neural networks

  Invited

  March 15, 2021, 8:00 AM – March 15, 2021, 8:36 AM

  Presenters

  • Markus Heyl

    • Max Planck Institute for the Physics of Complex Systems, Dresden
    • Max Planck Institute for the Physics of Complex Systems
    • Max-Planck-Institute for the Physics of Complex Systems
    • Max Planck Institute for Physics of Complex Systems

  Authors

  • Markus Schmitt

    • University of California, Berkeley

  • Markus Heyl

    • Max Planck Institute for the Physics of Complex Systems, Dresden
    • Max Planck Institute for the Physics of Complex Systems
    • Max-Planck-Institute for the Physics of Complex Systems
    • Max Planck Institute for Physics of Complex Systems

  View abstract →

• Neural network enhanced hybrid quantum many-body dynamics

  ORAL

  March 15, 2021, 8:36 AM – March 15, 2021, 8:48 AM

  Presenters

  • Rouven Koch

    • Aalto University

  Authors

  • Rouven Koch

    • Aalto University

  • Jose Lado

    • Department of Applied Physics, Aalto University
    • Aalto University
    • Applied Physics, Aalto University
    • Institut für Theoretische Physik, ETH Zürich, Zürich, Switzerland

  View abstract →

• Autoregressive Neural Network for Simulating Open Quantum Systems via a Probabilistic Formulation

  ORAL

  March 15, 2021, 8:48 AM – March 15, 2021, 9:00 AM

  Presenters

  • Zhuo Chen

    • University of Illinois at Urbana-Champaign

  Authors

  • Di Luo

    • University of Illinois at Urbana-Champaign

  • Zhuo Chen

    • University of Illinois at Urbana-Champaign

  • Juan Carrasquilla

    • Vector Institute for Artificial Intelligence

  • Bryan Clark

    • University of Illinois at Urbana-Champaign

  View abstract →

• Customizable neural-network states for topological phases

  ORAL

  March 15, 2021, 9:00 AM – March 15, 2021, 9:12 AM

  Presenters

  • Agnes Valenti

    • Institute for Theoretical Physics, ETH Zurich

  Authors

  • Agnes Valenti

    • Institute for Theoretical Physics, ETH Zurich

  • Eliska Greplova

    • Kavli Institute of Nanoscience, Delft University of Technology
    • Kavli Institute of Nanoscience, TU Delft

  • Netanel Lindner

    • Department of Physics, Technion

  • Sebastian Huber

    • Department of Physics, ETH Zurich
    • Institute for Theoretical Physics, ETH Zurich
    • ETH Zurich
    • Physics, ETH Zurich

  View abstract →

• Variational Neural Annealing

  Invited

  March 15, 2021, 9:12 AM – March 15, 2021, 9:48 AM

  Presenters

  • Mohamed Hibat-Allah

    • University of Waterloo
    • Vector Institute for Artificial Intelligence

  Authors

  • Mohamed Hibat-Allah

    • University of Waterloo
    • Vector Institute for Artificial Intelligence

  • Estelle Inack

    • Perimeter Inst for Theo Phys
    • Perimeter Institute

  • Roeland Cornelis Wiersema

    • Vector Institute for Artificial Intelligence

  • Roger G Melko

    • University of Waterloo

  • Juan Carrasquilla

    • Vector Institute for Artificial Intelligence

  View abstract →

• A Neural-Network approach to the simulation of Open Quantum Dynamics using POVMs

  ORAL

  March 15, 2021, 9:48 AM – March 15, 2021, 10:00 AM

  Presenters

  • Moritz Reh

    • Universität Heidelberg

  Authors

  • Moritz Reh

    • Universität Heidelberg

  • Martin Gaerttner

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

  • Markus Schmitt

    • University of California, Berkeley

  View abstract →

• Hamiltonian reconstruction as metric for a variational study of the spin-1/2 J₁-J₂ Heisenberg model

  ORAL

  March 15, 2021, 10:00 AM – March 15, 2021, 10:12 AM

  Presenters

  • Kevin Zhang

    • Cornell University

  Authors

  • Kevin Zhang

    • Cornell University

  • Samuel Lederer

    • Cornell University

  • Kenny Jing Hui Choo

    • University of Zurich
    • Univ of Zurich

  • Titus Neupert

    • University of Zurich
    • Universität Zürich
    • Department of Physics, University of Zurich
    • Univ of Zurich
    • Physics, University of Zurich

  • Giuseppe Carleo

    • Institute of Physics, EPFL
    • Swiss Federal Institute of Technology Lausanne
    • Institute of Physics, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
    • École polytechnique fédérale de Lausanne

  • Eun-Ah Kim

    • Cornell University
    • Department of Physics, Cornell University

  View abstract →

• Convolutional Neural Network Wave Functions: learning quantum many-body physics

  ORAL

  March 15, 2021, 10:12 AM – March 15, 2021, 10:24 AM

  Presenters

  • Douglas Hendry

    • Northeastern University

  Authors

  • Douglas Hendry

    • Northeastern University

  • Adrian Feiguin

    • Northeastern University
    • Physics, Northeastern University
    • Department of Physics, Northeastern University

  View abstract →

• Challenges for simulating quantum spin dynamics in two dimensions by neural network quantum states

  ORAL

  March 15, 2021, 10:24 AM – March 15, 2021, 10:36 AM

  Presenters

  • Damian Hofmann

    • Max Planck Institute for the Structure and Dynamics of Matter, Hamburg, Germany

  Authors

  • Damian Hofmann

    • Max Planck Institute for the Structure and Dynamics of Matter, Hamburg, Germany

  • Giammarco Fabiani

    • Radboud University, Institute for Molecules and Materials, Nijmegen, The Netherlands

  • Johan H Mentink

    • Radboud University, Institute for Molecules and Materials, Nijmegen, The Netherlands

  • Giuseppe Carleo

    • Institute of Physics, EPFL
    • Swiss Federal Institute of Technology Lausanne
    • Institute of Physics, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
    • École polytechnique fédérale de Lausanne

  • Michael Sentef

    • Max Planck Inst Structure & Dynamics of Matter
    • theory department, Max Planck Institute for the Structure and Dynamics of Matter
    • Theory, Max Planck Institute for the Structure and Dynamics of Matter
    • Max Planck Institute for the Structure and Dynamics of Matter
    • Max Planck Institute for the Structure and Dynamics of Matter, Hamburg, Germany

  View abstract →

• Gauge equivariant neural networks for quantum lattice gauge theories

  ORAL

  March 15, 2021, 10:36 AM – March 15, 2021, 10:48 AM

  Presenters

  • Di Luo

    • University of Illinois at Urbana-Champaign

  Authors

  • Di Luo

    • University of Illinois at Urbana-Champaign

  • Giuseppe Carleo

    • Institute of Physics, EPFL
    • Swiss Federal Institute of Technology Lausanne
    • Institute of Physics, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
    • École polytechnique fédérale de Lausanne

  • Bryan Clark

    • University of Illinois at Urbana-Champaign

  • James Stokes

    • Flatiron Institute

  View abstract →

• Quantum Ground States from Reinforcement Learning

  ORAL

  March 15, 2021, 10:48 AM – March 15, 2021, 11:00 AM

  Presenters

  • Ariel Barr

    • Materials Science and Engineering, Massachusetts Institute of Technology

  Authors

  • Ariel Barr

    • Materials Science and Engineering, Massachusetts Institute of Technology

  • Willem Gispen

    • Physics, University of Cambridge

  • Austen Lamacraft

    • Physics, University of Cambridge

  View abstract →