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

Presentations

• Discovering Quantum Ground States with Machine Learning Inspired Variational Approaches

  ORAL · Invited

  March 19, 2025, 8:00 AM – March 19, 2025, 8:36 AM

  Publication: [1] Levy, Morales, Zhang, Phys. Rev. Research 6, 013237 (2024)
  [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

  View abstract →

• Autoregressive neural quantum states of Fermi Hubbard models

  ORAL

  March 19, 2025, 8:36 AM – March 19, 2025, 8:48 AM

  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

  View abstract →

• Optimizing Neural Network Backflow for Scalable Ab-Initio Quantum Chemistry

  ORAL

  March 19, 2025, 8:48 AM – March 19, 2025, 9:00 AM

  Presenters

  • An-Jun Liu

    • University of Illinois Urbana-Champaign

  Authors

  • An-Jun Liu

    • University of Illinois Urbana-Champaign

  • Bryan K Clark

    • University of Illinois at Urbana-Champaign

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• Simulating Strongly Interacting Two-dimensional Quantum Materials with Neural Network

  ORAL

  March 19, 2025, 9:00 AM – March 19, 2025, 9:12 AM

  Publication: https://arxiv.org/abs/2311.02143
  https://arxiv.org/abs/2406.17645

  Presenters

  • Di Luo

    • Massachusetts Institute of Technology

  Authors

  • Di Luo

    • Massachusetts Institute of Technology

  • David D Dai

    • Massachusetts Institute of Technology

  • Timothy Zaklama

    • MIT

  • Liang Fu

    • Massachusetts Institute of Technology

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• Highly accuracte wavefunction calculations with deep Quantum Monte Carlo

  ORAL

  March 19, 2025, 9:12 AM – March 19, 2025, 9:24 AM

  Presenters

  • Frank Noe

    • Microsoft Corporation

  Authors

  • Frank Noe

    • Microsoft Corporation

  View abstract →

• Predicting Topological Entanglement Entropy in a Rydberg analog simulator

  ORAL

  March 19, 2025, 9:24 AM – March 19, 2025, 9:36 AM

  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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• Adiabatic transport of neural network quantum states

  ORAL

  March 19, 2025, 9:36 AM – March 19, 2025, 9:48 AM

  Presenters

  • Matija Medvidović

    • ETH Zurich

  Authors

  • Matija Medvidović

    • ETH Zurich

  • Alev Orfi

    • New York University (NYU)

  • Juan Carrasquilla

    • ETH Zurich
    • ETH Zürich

  • Dries Sels

    • New York University (NYU)

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

  ORAL

  March 19, 2025, 9:48 AM – March 19, 2025, 10:00 AM

  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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• Tensor Network Approach for Efficient Ground State Preparation and Dynamical Simulations in 2D systems

  ORAL

  March 19, 2025, 10:00 AM – March 19, 2025, 10:12 AM

  Publication: The manuscript is in preparation

  Presenters

  • MADHUMITA SARKAR

    • University of Exeter

  Authors

  • MADHUMITA SARKAR

    • University of Exeter

  • Oleksandr Kyriienko

    • University of Exeter

  View abstract →

• Non-stabilizerness with Neural Quantum States

  ORAL

  March 19, 2025, 10:12 AM – March 19, 2025, 10:24 AM

  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

  March 19, 2025, 10:24 AM – March 19, 2025, 10:36 AM

  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

  March 19, 2025, 10:36 AM – March 19, 2025, 10:48 AM

  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

  March 19, 2025, 10:48 AM – March 19, 2025, 11:00 AM

  Publication: arXiv:2410.10720 (https://arxiv.org/abs/2410.10720)
  
  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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