Machine Learning for Quantum Matter V

Presentations

• Closed-loop discovery of optimal materials using artificial intelligence

  Invited

  March 17, 2021, 8:00 AM – March 17, 2021, 8:36 AM

  Presenters

  • Muratahan Aykol

    • Toyota Research Institute
    • Energy Technologies Area, Lawrence Berkeley National Laboratory

  Authors

  • Muratahan Aykol

    • Toyota Research Institute
    • Energy Technologies Area, Lawrence Berkeley National Laboratory

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• Interpretable and unsupervised phase classification based on averaged input features

  ORAL

  March 17, 2021, 8:36 AM – March 17, 2021, 8:48 AM

  Presenters

  • Julian Arnold

    • Department of Physics, University of Basel

  Authors

  • Julian Arnold

    • Department of Physics, University of Basel

  • Frank Schäfer

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

  • Martin Zonda

    • Institute of Physics, Albert-Ludwigs-Universität Freiburg

  • Axel U. J. Lode

    • University of Freiburg
    • Institute of Physics, Albert-Ludwig University of Freiburg
    • Institute of Physics, Albert-Ludwigs-Universität Freiburg

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• Exploration of Topological Metamaterial Band Structures and Chern numbers using Deep Learning

  ORAL

  March 17, 2021, 8:48 AM – March 17, 2021, 9:00 AM

  Presenters

  • Vittorio Peano

    • Max Planck Institute for the Science of Light
    • Max Planck Inst for Sci Light

  Authors

  • Vittorio Peano

    • Max Planck Institute for the Science of Light
    • Max Planck Inst for Sci Light

  • Florian Sapper

    • Max Planck Inst for Sci Light

  • Florian Marquardt

    • Univ Erlangen Nuremberg
    • Max Planck Inst for Sci Light
    • Max Planck Institute for the Science of Light

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• Unsupervised learning of topological order

  ORAL

  March 17, 2021, 9:00 AM – March 17, 2021, 9:12 AM

  Presenters

  • Gebremedhin Dagnew

    • Middlebury College

  Authors

  • Gebremedhin Dagnew

    • Middlebury College

  • Owen Myers

    • Hometap

  • Chris M Herdman

    • Middlebury College
    • Physics, Middlebury College

  • Lauren Haywards

    • Perimeter Institute for Theoretical Physics

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• Machine learning augmented neutron and x-ray scattering for quantum materials

  Invited

  March 17, 2021, 9:12 AM – March 17, 2021, 9:48 AM

  Presenters

  • Mingda Li

    • Nuclear Science and Engineering, Massachusetts Institute of Technology
    • Massachusetts Institute of Technology
    • Massachusetts Institute of Technology MIT

  Authors

  • Mingda Li

    • Nuclear Science and Engineering, Massachusetts Institute of Technology
    • Massachusetts Institute of Technology
    • Massachusetts Institute of Technology MIT

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• Topological quantum phase transitions retrieved through unsupervised machine learning

  ORAL

  March 17, 2021, 9:48 AM – March 17, 2021, 10:00 AM

  Presenters

  • Yanming Che

    • RIKEN

  Authors

  • Yanming Che

    • RIKEN

  • Clemens Gneiting

    • RIKEN, Japan
    • RIKEN

  • Tao Liu

    • RIKEN

  • Franco Nori

    • RIKEN, Japan and Univ. Michigan, USA
    • RIKEN, Japan
    • RIKEN; and Univ. Michigan.
    • RIKEN, Japan; and Univ. Michigan, USA
    • Riken Japan and Univ. Michigan USA
    • RIKEN, Japan and Univ Michigan, USA
    • Theoretical Quantum Physics Laboratory, Department of Physics, RIKEN Cluster for Pioneering Research, The University of Michigan
    • RIKEN and Univ. of Michigan
    • Riken Japan and Univ Michigan USA
    • RIKEN; and University of Michigan
    • RIKEN and Univ. Michigan
    • RIKEN and Univ of Michigan
    • Theoretical Quantum Physics Laboratory, RIKEN Cluster for Pioneering Research, Wako-shi, Saitama 351-0198, Japan
    • RIKEN, and University of Michigan
    • Theoretical Quantum Physics, Riken, Japan
    • RIKEN, Japan; and Univ Michigan, USA
    • Theoretical Quantum Physics Laboratory, RIKEN
    • RIKEN, Japan; Univ. Michigan, USA
    • RIKEN, Japan; Uni. Michigan, USA

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• Machine learning dynamics of phase separation in correlated electron magnets

  ORAL

  March 17, 2021, 10:00 AM – March 17, 2021, 10:12 AM

  Presenters

  • Puhan Zhang

    • Univ of Virginia

  Authors

  • Puhan Zhang

    • Univ of Virginia

  • Preetha Saha

    • Univ of Virginia

  • Gia-Wei Chern

    • Univ of Virginia
    • University of Virginia

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• Machine learning spectral indicators of topology

  ORAL

  March 17, 2021, 10:12 AM – March 17, 2021, 10:24 AM

  Presenters

  • Nina Andrejevic

    • Nuclear Science and Engineering, Massachusetts Institute of Technology
    • Massachusetts Institute of Technology

  Authors

  • Nina Andrejevic

    • Nuclear Science and Engineering, Massachusetts Institute of Technology
    • Massachusetts Institute of Technology

  • Jovana Andrejevic

    • Harvard University

  • Christopher Rycroft

    • Harvard University

  • Mingda Li

    • Nuclear Science and Engineering, Massachusetts Institute of Technology
    • Massachusetts Institute of Technology
    • Massachusetts Institute of Technology MIT

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• AI-guided engineering of nanoscale topological materials

  ORAL

  March 17, 2021, 10:24 AM – March 17, 2021, 10:36 AM

  Presenters

  • Srilok Srinivasan

    • Argonne National Laboratory
    • Center for Nanoscale Materials, Argonne National Laboratory

  Authors

  • Srilok Srinivasan

    • Argonne National Laboratory
    • Center for Nanoscale Materials, Argonne National Laboratory

  • Mathew Cherukara

    • Argonne National Laboratory

  • David Eckstein

    • Argonne National Laboratory

  • Anthony Avarca

    • Argonne National Laboratory

  • Subramanian Sankaranarayanan

    • Argonne National Laboratory
    • Center for Nanoscale Materials, Argonne National Laboratory

  • Pierre Darancet

    • Argonne National Laboratory
    • Center for Nanoscale Materials, Argonne National Laboratory
    • Center for Nanoscale Materials, Argonne National Lab

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• Automatic Learning of Topological Phase Boundaries

  ORAL

  March 17, 2021, 10:36 AM – March 17, 2021, 10:48 AM

  Presenters

  • Alexander Kerr

    • Center for Quantum Research and Technology, Univ of Oklahoma

  Authors

  • Alexander Kerr

    • Center for Quantum Research and Technology, Univ of Oklahoma

  • Geo Jose

    • Univ of Oklahoma
    • Center for Quantum Research and Technology, Univ of Oklahoma

  • Colin J Riggert

    • Center for Quantum Research and Technology, Univ of Oklahoma

  • Kieran Mullen

    • Center for Quantum Research and Technology, Univ of Oklahoma

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