Neural Network Quantum States and Learning Quantum Many-Body Systems

Presentations

• AI for Quantum Matter: Discovering New Phases with Neural Wavefunctions

  ORAL · Invited

  March 17, 2026, 12:00 PM – March 17, 2026, 12:36 PM

  Presenters

  • Liang Fu

    • Massachusetts Institute of Technology

  Authors

  • Liang Fu

    • Massachusetts Institute of Technology

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• Neural Quantum States for Strongly Correlated Matter

  ORAL · Invited

  March 17, 2026, 12:36 PM – March 17, 2026, 1:12 PM

  Presenters

  • Jane M Kim

    • Argonne National Laboratory

  Authors

  • Jane M Kim

    • Argonne National Laboratory

  • Alessandro Lovato

    • Argonne National Laboratory

  • Bryce Fore

    • Argonne National Laboratory

  • Morten Hjorth-Jensen

    • Michigan State University

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• High-pressure hydrogen with neural quantum states

  ORAL

  March 17, 2026, 1:12 PM – March 17, 2026, 1:24 PM

  Presenters

  • David Linteau

    • Federal Institute of Technology (EPFL)

  Authors

  • David Linteau

    • Federal Institute of Technology (EPFL)

  • Saverio Moroni

    • CNR-IOM DEMOCRITOS, Istituto Officina dei Materiali and SISSA Scuola Internazionale Superiore di Studi Avanzati

  • Giuseppe Carleo

    • Ecole Polytechnique Federale de Lausanne
    • EPFL

  • Markus Holzmann

    • CNRS
    • LPMMC, CNRS and Université Grenoble Alpes

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• Autoregressive Neural Quantum State studies of the Su-Schrieffer-Heeger Model

  ORAL

  March 17, 2026, 1:24 PM – March 17, 2026, 1:36 PM

  Presenters

  • Ejaaz Merali

    • University of California, Davis and San Jose State University

  Authors

  • Ejaaz Merali

    • University of California, Davis and San Jose State University

  • Ehsan Khatami

    • San Jose State University

  • Steven S. Johnston

    • University of Tennessee

  • Richard T Scalettar

    • University of California, Davis

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• A bound on entanglement in neural network quantum states

  ORAL

  March 17, 2026, 1:36 PM – March 17, 2026, 1:48 PM

  Publication: arXiv:2510.11797

  Presenters

  • Nisarga Paul

    • Caltech
    • Massachusetts Institute of Technology

  Authors

  • Nisarga Paul

    • Caltech
    • Massachusetts Institute of Technology

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• Foundation Neural-Networks Quantum States as a Unified Ansatz for Multiple Hamiltonians

  ORAL

  March 17, 2026, 1:48 PM – March 17, 2026, 2:00 PM

  Publication: https://www.nature.com/articles/s41467-025-62098-x
  https://arxiv.org/abs/2507.05073

  Presenters

  • Riccardo Rende

    • Flatiron Institute

  Authors

  • Riccardo Rende

    • Flatiron Institute

  • Luciano Loris L Viteritti

    • EPFL

  • Giuseppe Carleo

    • Ecole Polytechnique Federale de Lausanne
    • EPFL

  • Alessandro Laio

    • SISSA

  • Federico Becca

    • University of Trieste - Trieste

  • Antonello Scardicchio

    • The Abdus Salam International Centre for Theoretical Physics (ICTP)

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• Dynamics of the Hubbard model in two-dimensions with neural quantum states

  ORAL

  March 17, 2026, 2:00 PM – March 17, 2026, 2:12 PM

  Presenters

  • Alessandro Sinibaldi

    • École Polytechnique Fédérale de Lausanne

  Authors

  • Alessandro Sinibaldi

    • École Polytechnique Fédérale de Lausanne

  • Luciano Loris L Viteritti

    • EPFL

  • Riccardo Rende

    • Flatiron Institute

  • Jannes Nys

    • ETH Zürich

  • Giuseppe Carleo

    • Ecole Polytechnique Federale de Lausanne
    • EPFL

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• Many-body dynamics with explicitly time-dependent neural quantum states

  ORAL

  March 17, 2026, 2:12 PM – March 17, 2026, 2:24 PM

  Publication: Anka Van de Walle et al 2025 Mach. Learn.: Sci. Technol. 6 045011

  Presenters

  • Anka Van de Walle

    • Ghent University

  Authors

  • Anka Van de Walle

    • Ghent University

  • Markus Schmitt

    • Forschungszentrum Juelich GmbH
    • Forschungszentrum Jülich GmbH

  • Annabelle Bohrdt

    • Ludwig-Mamilians-Universitaet (LMU-Munich)
    • Ludwig-Maximilians-Universitaet (LMU-Munich)
    • LMU Munich
    • LMU

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• Accurately simulating frustrated quantum spin models of thousands of sites using Neural-Network Quantum States

  ORAL

  March 17, 2026, 2:24 PM – March 17, 2026, 2:36 PM

  Presenters

  • Luciano Loris L Viteritti

    • EPFL

  Authors

  • Luciano Loris L Viteritti

    • EPFL

  • Giuseppe Carleo

    • Ecole Polytechnique Federale de Lausanne
    • EPFL

  • Riccardo Rende

    • Flatiron Institute

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• Data-Driven Pretraining of Time-Dependent Neural Quantum States

  ORAL

  March 17, 2026, 2:36 PM – March 17, 2026, 2:48 PM

  Presenters

  • Reja Helene Wilke

    • ETH Zurich

  Authors

  • Reja Helene Wilke

    • ETH Zurich

  • Anka Van de Walle

    • Ghent University

  • Markus Schmitt

    • Forschungszentrum Juelich GmbH
    • Forschungszentrum Jülich GmbH

  • Annabelle Bohrdt

    • Ludwig-Mamilians-Universitaet (LMU-Munich)
    • Ludwig-Maximilians-Universitaet (LMU-Munich)
    • LMU Munich
    • LMU

  • Juan F Carrasquilla Alvarez

    • ETH Zurich

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