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AI/ML-Driven Quantum Simulations, Quantum Monte Carlo and Variational I

FOCUS · MAR-L37 · ID: 3091643

Presentations

  • Discovering Quantum Ground States with Machine Learning Inspired Variational Approaches

    ORAL · Invited

    –

    Publication: [1] Levy, Morales, Zhang, Phys. Rev. Research 6, 013237 (2024)<br>[2] Smith, Chen, Levy, Yang, Morales, Zhang, Phys. Rev. Lett. (2024) arxiv:2405.19397

    Presenters

    • Ryan Levy

      Simons Foundation (Flatiron Institute)

    Authors

    • Ryan Levy

      Simons Foundation (Flatiron Institute)

    • Conor Smith

      University of New Mexico

    • Yixiao Chen

      Princeton University

    • Yubo Yang

      Hofstra University, Department of Physics and Astronomy, Hofstra University

    • Miguel A Morales

      Simons Foundation (Flatiron Institute)

    • Shiwei Zhang

      Simons Foundation (Flatiron Institute), Simons Foundation

    • Shiwei Zhang

      Simons Foundation (Flatiron Institute), Simons Foundation

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  • Autoregressive neural quantum states of Fermi Hubbard models

    ORAL

    –

    Presenters

    • Ehsan Khatami

      San Jose State University

    Authors

    • Ehsan Khatami

      San Jose State University

    • Eduardo Ibarra Garcia Padilla

      University of California, Davis

    • Hannah Lange

      LMU Munich, Chemistry Departement

    • Roger G Melko

      University of Waterloo, University of Waterloo, Perimeter Institute

    • Richard Theodore Scalettar

      University of California, Davis

    • Juan Carrasquilla

      ETH Zurich, ETH Zürich

    • Annabelle Bohrdt

      Harvard University, University of Regensburg, Munich Center for Quantum Science and Technology

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  • Predicting Topological Entanglement Entropy in a Rydberg analog simulator

    ORAL

    –

    Publication: preprint: https://doi.org/10.48550/arXiv.2406.19872

    Presenters

    • Linda Mauron

      Ecole Polytechnique Fédérale de Lausanne

    Authors

    • Linda Mauron

      Ecole Polytechnique Fédérale de Lausanne

    • Zakari Denis

      Ecole Polytechnique Fédérale de Lausanne

    • Jannes Nys

      Institute of Physics, École Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland, École Polytechnique Fédérale de Lausanne, Ecole Polytechnique Fédérale de Lausanne, ETH Zürich

    • Giuseppe Carleo

      Institute of Physics, École Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland, École Polytechnique Fédérale de Lausanne, Ecole Polytechnique Federale de Lausanne, Ecole Polytechnique Fédérale de Lausanne, Ecole Polytechnique Fédérale de Lausanne (EPFL)

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  • Transformer Wave Function for two dimensional frustrated magnets: emergence of a Spin-Liquid Phase in the Shastry-Sutherland Model

    ORAL

    –

    Publication: https://arxiv.org/abs/2311.16889

    Presenters

    • Riccardo Rende

      International School for Advanced Studies

    Authors

    • Riccardo Rende

      International School for Advanced Studies

    • Federico Becca

      University of Trieste - Trieste

    • Sebastian Goldt

      International School for Advanced Studies

    • Alberto Parola

      Università degli Studi dell'Insubria

    • Luciano L Viteritti

      EPFL

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  • Non-stabilizerness with Neural Quantum States

    ORAL

    –

    Publication: Alessandro Sinibaldi, Antonio Francesco Mello, Mario Collura, and Giuseppe Carleo, Non-stabilizerness with Neural Quantum States, in preparation

    Presenters

    • Alessandro Sinibaldi

      École Polytechnique Fédérale de Lausanne

    Authors

    • Alessandro Sinibaldi

      École Polytechnique Fédérale de Lausanne

    • Antonio F Mello

      Scuola Internazionale Superiore di Studi Avanzati (SISSA)

    • Mario Collura

      Scuola Internazionale Superiore di Studi Avanzati (SISSA)

    • Giuseppe Carleo

      Institute of Physics, École Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland, École Polytechnique Fédérale de Lausanne, Ecole Polytechnique Federale de Lausanne, Ecole Polytechnique Fédérale de Lausanne, Ecole Polytechnique Fédérale de Lausanne (EPFL)

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  • Overparametrization and optimization landscape of neural-network quantum states

    ORAL

    –

    Presenters

    • Agnes Valenti

      Simons Foundation (Flatiron Institute)

    Authors

    • Agnes Valenti

      Simons Foundation (Flatiron Institute)

    • Megan S Moss

      Perimeter Institute

    • Alev Orfi

      New York University (NYU)

    • Anna Dawid

      Leiden University

    • Christopher Roth

      Simons Foundation (Flatiron Institute)

    • Matija Medvidović

      ETH Zurich

    • Dries Sels

      New York University (NYU)

    • Anirvan M Sengupta

      Rutgers University

    • Antoine Georges

      Flatiron Institute, College de France, Simons Foundation (Flatiron Institute)

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  • A single wave function for multiple systems: Neural-Network Quantum States as Foundation Models

    ORAL

    –

    Publication: In preparation

    Presenters

    • Luciano L Viteritti

      EPFL

    Authors

    • Luciano L Viteritti

      EPFL

    • Riccardo Rende

      SISSA, Trieste, Italy

    • Federico Becca

      University of Trieste - Trieste

    • Antonello Scardicchio

      The Abdus Salam International Centre for Theoretical Physics (ICTP)

    • Alessandro Laio

      SISSA, SISSA, Trieste, Italy

    • Giuseppe Carleo

      Institute of Physics, École Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland, École Polytechnique Fédérale de Lausanne, Ecole Polytechnique Federale de Lausanne, Ecole Polytechnique Fédérale de Lausanne, Ecole Polytechnique Fédérale de Lausanne (EPFL)

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  • Neural Projected Quantum Dynamics: a systematic study.

    ORAL

    –

    Publication: arXiv:2410.10720 (https://arxiv.org/abs/2410.10720)<br><br>Imminent submission to Physical Review X Quantum

    Presenters

    • Luca Giuseppe Gravina

      École Polytechnique Federal de Lausanne, Federal Institute of Technology (EPFL)

    Authors

    • Luca Giuseppe Gravina

      École Polytechnique Federal de Lausanne, Federal Institute of Technology (EPFL)

    • Vincenzo Savona

      EPFL, Federal Institute of Technology (EPFL), École Polytechnique Federal de Lausanne

    • Filippo Vicentini

      Ecole Polytechnique, École polytechnique de Paris

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