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

Presentations

• Yi-Hong Teoh

  ORAL · Invited

  March 19, 2025, 3:00 PM – March 19, 2025, 3:36 PM

  Presenters

  • Yi-Hong Teoh

    • University of Waterloo

  Authors

  • Yi-Hong Teoh

    • University of Waterloo

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• Probabilistic Symmetry, Variable Exchangeability, and Deep Network Learning Invariance and Equivariance

  ORAL

  March 19, 2025, 3:36 PM – March 19, 2025, 3:48 PM

  Presenters

  • Yueyang Shen

    • University of Michigan

  Authors

  • Ivo D Dinov

    • University of Michigan

  • Yueyang Shen

    • University of Michigan

  • Yupeng Zhang

    • University of Wisconsin

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• Deep learning lattice gauge theories

  ORAL

  March 19, 2025, 3:48 PM – March 19, 2025, 4:00 PM

  Publication: https://journals.aps.org/prb/abstract/10.1103/PhysRevB.110.165133

  Presenters

  • Anuj Apte

    • University of Chicago

  Authors

  • Anuj Apte

    • University of Chicago

  • Anthony Ashmore

    • Skidmore College

  • Tzu-Chen Huang

    • University of Chicago

  • Clay Cordova

    • University of Chicago

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• Abstract Withdrawn

  ORAL · Withdrawn

  March 19, 2025, 4:00 PM – March 19, 2025, 4:12 PM

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• Learning the Exact Universal Ansatz of Quantum Many-body Systems

  ORAL

  March 19, 2025, 4:12 PM – March 19, 2025, 4:24 PM

  Publication: J Zhang, CL Benavides-Riveros, L Chen, Artificial-intelligence-based surrogate solution of dissipative quantum dynamics: physics-informed reconstruction of the universal propagator, The journal of physical chemistry letters 15 (13), 3603-3610 (2024).
  
  W. Zeng, J. Zhang, L. Chen, C. L. Benavides-Riveros, Learning the Exponential Ansatz of Quantum Many-Body Systems, forthcoming (2024).

  Presenters

  • Carlos L. Benavides-Riveros

    • University of Trento

  Authors

  • Carlos L. Benavides-Riveros

    • University of Trento

  • Jiaji Zhang

    • Zhejiang Lab

  • Weillei Zeng

    • Zhejiang Lab

  • Lipeng Chen

    • Zhejiang Lab

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• Abstract Withdrawn

  ORAL · Withdrawn

  March 19, 2025, 4:24 PM – March 19, 2025, 4:36 PM

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• Tensor Network Computations That Capture Strict Variationality, Volume Law Behavior, and the Efficient Representation of Neural Network States

  ORAL

  March 19, 2025, 4:36 PM – March 19, 2025, 4:48 PM

  Publication: arXiv:2405.03797

  Presenters

  • Sijing Du

    • Caltech

  Authors

  • Sijing Du

    • Caltech

  • Wen-Yuan Liu

    • California Insititute of Technology

  • Ruojing Peng

    • Caltech

  • Johnnie Gray

    • Caltech

  • Garnet K Chan

    • Caltech
    • California Institute of Technology

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• Entanglement-assisted heuristic for variational solutions of discrete optimization problems

  ORAL

  March 19, 2025, 4:48 PM – March 19, 2025, 5:00 PM

  Publication: One paper in preparation

  Presenters

  • Lorenzo Fioroni

    • Federal Institute of Technology (EPFL)

  Authors

  • Lorenzo Fioroni

    • Federal Institute of Technology (EPFL)

  • Vincenzo Savona

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

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• Improved second quantized Neural Quantum States for molecules

  ORAL

  March 19, 2025, 5:00 PM – March 19, 2025, 5:12 PM

  Presenters

  • Clemens Giuliani

    • Ecole Polytechnique Federale de Lausanne

  Authors

  • Clemens Giuliani

    • Ecole Polytechnique Federale de Lausanne

  • Riccardo Rossi

    • École 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

  • Filippo Vicentini

    • Ecole Polytechnique
    • École polytechnique de Paris

  • 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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• Grassmannian Variational Monte Carlo for Simultaneous Multiple State Optimization

  ORAL

  March 19, 2025, 5:12 PM – March 19, 2025, 5:24 PM

  Presenters

  • Douglas G Hendry

    • EPFL

  Authors

  • Douglas G Hendry

    • EPFL

  • Alessandro Sinibaldi

    • École Polytechnique Fédérale de Lausanne

  • 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)

  • Filippo Vicentini

    • Ecole Polytechnique
    • École polytechnique de Paris

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• Inverse magneto-conductance design by automatic differentiation

  ORAL

  March 19, 2025, 5:24 PM – March 19, 2025, 5:36 PM

  Publication: arXiv:2409.02009

  Presenters

  • Koji Inui

    • The University of Tokyo

  Authors

  • Koji Inui

    • The University of Tokyo

  • Yuta Hirasaki

    • University of Illinois, Urbana-Champaign

  • Eiji Saitoh

    • The University of Tokyo
    • Univ of Tokyo

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• Phase diagram of helium-4 in two dimensions using neural quantum states

  ORAL

  March 19, 2025, 5:36 PM – March 19, 2025, 5:48 PM

  Publication: [Paper draft in progress]

  Presenters

  • David Linteau

    • EPFL

  Authors

  • David Linteau

    • EPFL

  • Gabriel M Pescia

    • Center for Quantum Science and Engineering, École Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland
    • École 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)

  • Markus Holzmann

    • Univ. Grenoble Alpes, CNRS, LPMMC, 38000 Grenoble, France
    • CNRS

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