Machine Learning and Closed-Loop Quantum Control

Presentations

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

  ORAL · Invited

  March 18, 2025, 3:00 PM – March 18, 2025, 3:36 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, 3:36 PM – March 18, 2025, 3:48 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, 3:48 PM – March 18, 2025, 4:00 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

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• Abstract Withdrawn

  ORAL · Withdrawn

  March 18, 2025, 4:00 PM – March 18, 2025, 4:12 PM

  View abstract →

• Abstract Withdrawn

  ORAL · Withdrawn

  March 18, 2025, 4:12 PM – March 18, 2025, 4:24 PM

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

  ORAL

  March 18, 2025, 4:24 PM – March 18, 2025, 4:36 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, 4:36 PM – March 18, 2025, 4:48 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, 4:48 PM – March 18, 2025, 5:00 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, 5:00 PM – March 18, 2025, 5:12 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, 5:12 PM – March 18, 2025, 5:24 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, 5:24 PM – March 18, 2025, 5:36 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, 5:36 PM – March 18, 2025, 5:48 PM

  Presenters

  • Ashutosh Mishra

    • Forschungszentrum Jülich

  Authors

  • Ashutosh Mishra

    • Forschungszentrum Jülich

  • Frank K Wilhelm

    • Forschungszentrum Juelich GmbH
    • Forschungszentrum Jülich

  • Alessandro Ciani

    • Forschungszentrum Juelich GmbH

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