Machine Learning and Closed-Loop Quantum Control

Presentations

• Machine Learning aiding the Discovery of better Strategies for Quantum Computing

  ORAL · Invited

  March 18, 2025, 6:00 PM – March 18, 2025, 6:36 PM

  Publication: Puviani et al, arXiv 2312.07391 (accepted for publication in Physical Review Letters)
  Porotti et al, PRX Quantum 4(3) 030305 (2023)
  Zen et al, arXiv 2402.17761 (under review in Physical Review X)
  Olle et al, npj Quantum Information vol. 10, 126 (2024)
  Reuer et al, Nature Communications 14, 7138 (2023)

  Presenters

  • Florian Marquardt

    Friedrich-Alexander University Erlangen-Nuremberg

  Authors

  • Florian Marquardt

    Friedrich-Alexander University Erlangen-Nuremberg

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• Most likely path approach to optimal control theory

  ORAL

  March 18, 2025, 6:36 PM – March 18, 2025, 6:48 PM

  Presenters

  • Andrew N Jordan

    Chapman University

  Authors

  • Andrew N Jordan

    Chapman University

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• Automated calibration of optimal control pulses on a superconducting quantum RAM (QRAM) device

  ORAL

  March 18, 2025, 6:48 PM – March 18, 2025, 7:00 PM

  Presenters

  • Aaron Trowbridge

    Carnegie Mellon University

  Authors

  • Aaron Trowbridge

    Carnegie Mellon University

  • Sebastien Leger

    Stanford University

  • Connie Miao

    Stanford University

  • Andy J Goldschmidt

    University of Chicago

  • Aditya Bhardwaj

    University of Chicago

  • David I Schuster

    Stanford University

  View abstract →

• Abstract Withdrawn

  ORAL Withdrawn

  March 18, 2025, 7:00 PM – March 18, 2025, 7:12 PM

  View abstract →

• Abstract Withdrawn

  ORAL Withdrawn

  March 18, 2025, 7:12 PM – March 18, 2025, 7:24 PM

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• AI-Enabled Molecular State Control using Quantum-Logic Spectroscopy

  ORAL

  March 18, 2025, 7:24 PM – March 18, 2025, 7:36 PM

  Publication: A. Pipi, X. Tao, P. Narang, and D.R. Leibrandt (2024). Molecular Quantum Control Algorithm Design by Reinforcement Learning. arXiv preprint arXiv:2410.11839.

  Presenters

  • Anastasia Pipi

    University of California, Los Angeles

  Authors

  • Anastasia Pipi

    University of California, Los Angeles

  • Xuecheng Tao

    University of California, Los Angeles

  • David Leibrandt

    University of California, Los Angeles

  • Prineha Narang

    University of California, Los Angeles

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• Reinforcement Learning Meets Quantum Control - Artificially Intelligent Maxwell's Demon

  ORAL

  March 18, 2025, 7:36 PM – March 18, 2025, 7:48 PM

  Publication: arXiv:2408.15328v1 [quant-ph]

  Presenters

  • Robert Czupryniak

    University of Rochester

  Authors

  • Robert Czupryniak

    University of Rochester

  • Paolo A Erdman

    Freie Universität Berlin

  • Bibek Bhandari

    Chapman University

  • Andrew N Jordan

    Chapman University

  • Jens Eisert

    Freie Universität Berlin, FU Berlin

  • Frank Noe

    Microsoft Corporation

  • GIACOMO GUARNIERI

    Freie University Berlin, University of Pavia

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• Quantum feedback control with a transformer neural network architecture

  ORAL

  March 18, 2025, 7:48 PM – March 18, 2025, 8:00 PM

  Presenters

  • Pranav Vaidhyanathan

    University of Oxford

  Authors

  • Pranav Vaidhyanathan

    University of Oxford

  • Mark T Mitchison

    Trinity College Dublin

  • Natalia Ares

    University of Oxford

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• Characterization of Model-Based Reinforcement Learning for Dynamical Decoupling

  ORAL

  March 18, 2025, 8:00 PM – March 18, 2025, 8:12 PM

  Presenters

  • George Witt

    University of Maryland College Park

  Authors

  • George Witt

    University of Maryland College Park

  • Jner Tzern Oon

    University of Maryland College Park

  • Connor A Hart

    University of Maryland College Park

  • Ronald L Walsworth

    University of Maryland College Park

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• Quantum optimal control using physics-informed neural networks with sinusoidal representations.

  ORAL

  March 18, 2025, 8:12 PM – March 18, 2025, 8:24 PM

  Presenters

  • Sofiia Lauten

    University of Wisconsin - Madison

  Authors

  • Sofiia Lauten

    University of Wisconsin - Madison

  • Matthew Otten

    University of Wisconsin - Madison

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• Gradient-based Quantum Control and Engineering with Adjoint Sensitivity

  ORAL

  March 18, 2025, 8:24 PM – March 18, 2025, 8:36 PM

  Presenters

  • Kien Le

    Stanford University

  Authors

  • Kien Le

    Stanford University

  • Jean-Michel Borit

    Stanford University

  • Rahul Trivedi

    Max-Planck Institute for Quantum Optics

  • Joonhee Choi

    Stanford University

  • Jelena Vuckovic

    Stanford University

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• Gradient evaluation of analytic control for quantum systems with large Hilbert space

  ORAL

  March 18, 2025, 8:36 PM – March 18, 2025, 8:48 PM

  Presenters

  • Ashutosh Mishra

    Forschungszentrum Jülich

  Authors

  • Ashutosh Mishra

    Forschungszentrum Jülich

  • Frank K Wilhelm

    Forschungszentrum Juelich GmbH, Forschungszentrum Jülich

  • Alessandro Ciani

    Forschungszentrum Juelich GmbH

  View abstract →