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)<br>Porotti et al, PRX Quantum 4(3) 030305 (2023)<br>Zen et al, arXiv 2402.17761 (under review in Physical Review X)<br>Olle et al, npj Quantum Information vol. 10, 126 (2024)<br>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

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• Abstract Withdrawn

  ORAL Withdrawn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• Abstract Withdrawn

  ORAL Withdrawn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

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