Neural Network Quantum States and Learning Quantum Many-Body Systems

Presentations

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

  Invited-In-person · 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

  Invited-In-person · Invited

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

  Presenters

  • Jane Kim

    • Argonne National Laboratory

  Authors

  • Jane 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-In-person

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

  Presenters

  • David Linteau

    • EPFL

  Authors

  • David Linteau

    • EPFL

  • Saverio Moroni

  • Giuseppe Carleo

    • EPFL

  • Markus Holzmann

    • Centre national de la recherche scientifique (CNRS)

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

  Oral-In-person

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

  Presenters

  • Ejaaz Merali

    • University of California, Davis

  Authors

  • Ejaaz Merali

    • University of California, Davis

  • Ehsan Khatami

    • San Jose State University

  • Steven Johnston

    • University of Tennessee

  • Richard Scalettar

    • University of California, Davis

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• A bound on entanglement in neural network quantum states

  Oral-In-person

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

  Publication: arXiv:2510.11797

  Presenters

  • Nisarga Paul

    • Caltech

  Authors

  • Nisarga Paul

    • Caltech

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

  Oral-In-person

  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 Viteritti

    • EPFL

  • Giuseppe Carleo

    • EPFL

  • Alessandro Laio

  • 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-In-person

  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 Viteritti

    • EPFL

  • Riccardo Rende

    • Flatiron Institute

  • Jannes Nys

  • Giuseppe Carleo

    • EPFL

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

  Oral-In-person

  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 Jülich GmbH

  • Annabelle Bohrdt

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

  Oral-In-person

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

  Presenters

  • Luciano Loris Viteritti

    • EPFL

  Authors

  • Luciano Loris Viteritti

    • EPFL

  • Giuseppe Carleo

    • EPFL

  • Riccardo Rende

    • Flatiron Institute

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

  Oral-In-person

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

  Presenters

  • Reja Wilke

    • ETH Zurich

  Authors

  • Reja Wilke

    • ETH Zurich

  • Anka Van de Walle

    • Ghent University

  • Markus Schmitt

    • Forschungszentrum Jülich GmbH

  • Annabelle Bohrdt

  • Juan Carrasquilla Alvarez

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