Quantum Machine Learning: Theory and Training

Presentations

• Abstract Withdrawn

  ORAL Withdrawn

  March 21, 2025, 2:30 PM – March 21, 2025, 2:42 PM

  View abstract →

• Geometric quantum machine learning of provably efficient quantum algorithms

  ORAL

  March 21, 2025, 2:42 PM – March 21, 2025, 2:54 PM

  Publication: arXiv:2409.01496; arXiv:2402.03871

  Presenters

  • Oleksandr Kyriienko

    University of Exeter

  Authors

  • Oleksandr Kyriienko

    University of Exeter

  • Chukwudubem Umeano

    University of Exeter

  • Stefano Scali

    University of Exeter

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• Automated Quantum Algorithm Design via Evolutionary Search and Hierarchical Quantum Circuit Representation

  ORAL

  March 21, 2025, 2:54 PM – March 21, 2025, 3:06 PM

  Presenters

  • Amy S Rouillard

    Stellenbosch University

  Authors

  • Amy S Rouillard

    Stellenbosch University

  • Matt Lourens

    Stellenbosch University

  • Francesco Petruccione

    University of KwaZulu-Natal

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• Provably Efficient Adiabatic Learning for Quantum-Classical Dynamics

  ORAL

  March 21, 2025, 3:06 PM – March 21, 2025, 3:18 PM

  Publication: arXiv:2408.00276

  Presenters

  • Changnan Peng

    Massachusetts Institute of Technology

  Authors

  • Changnan Peng

    Massachusetts Institute of Technology

  • Di Luo

    Massachusetts Institute of Technology

  • Gia-Wei Chern

    University of Virginia

  • Jin-Peng Liu

    Massachusetts Institute of Technology

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• The quantum-classical crossover in machine learning

  ORAL

  March 21, 2025, 3:18 PM – March 21, 2025, 3:30 PM

  Presenters

  • Richard D Barney

    University of Maryland, College Park, University of Maryland College Park

  Authors

  • Richard D Barney

    University of Maryland, College Park, University of Maryland College Park

  • Aranya Chakraborty

    University of Maryland, College Park

  • Aritra Das

    University of Maryland, College Park, University of Maryland College Park

  • Victor Galitski

    University of Maryland, College Park, University of Maryland College Park

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• Techniques for design and training of large quantum machine learning models

  ORAL

  March 21, 2025, 3:30 PM – March 21, 2025, 3:42 PM

  Presenters

  • Sonika Johri

    Coherent Computing Inc

  Authors

  • Sonika Johri

    Coherent Computing Inc

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• Quo vadis, quantum machine learning?

  ORAL · Invited

  March 21, 2025, 3:42 PM – March 21, 2025, 4:18 PM

  Presenters

  • Jens Eisert

    Freie Universität Berlin, FU Berlin

  Authors

  • Jens Eisert

    Freie Universität Berlin, FU Berlin

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• Magic in quantum machine learning

  ORAL

  March 21, 2025, 4:18 PM – March 21, 2025, 4:30 PM

  Presenters

  • Marco Paini

    Rigetti Computing

  Authors

  • Marco Paini

    Rigetti Computing

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• Shadow learning for efficiently estimating ground state properties

  ORAL

  March 21, 2025, 4:30 PM – March 21, 2025, 4:42 PM

  Publication: "Shadow Learning for efficient estimation of ground state properties", ArXiv:2312.?????

  Presenters

  • Kartiek Agarwal

    Argonne National Laboratory, Argonne National Laboratory and McGill University

  Authors

  • Kartiek Agarwal

    Argonne National Laboratory, Argonne National Laboratory and McGill University

  • Pierre-Gabriel Rozon

    McGill University

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• Variational Measurement-Based Quantum Computation for generative modeling

  ORAL

  March 21, 2025, 4:42 PM – March 21, 2025, 4:54 PM

  Presenters

  • Hans J Briegel

    University of Innsbruck

  Authors

  • Arunava Majumder

    University of Innsbruck

  • Marius Krumm

    University of Innsbruck

  • Hendrik P Nautrup

    University of Innsbruck

  • Lukas Fiderer

    University of Innsbruck

  • Tina Radkohl

    University of Innsbruck

  • Sofiene Jerbi

    Freie Universität Berlin

  • Hans J Briegel

    University of Innsbruck

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• Quantum-data-driven dynamical transition in quantum learning

  ORAL

  March 21, 2025, 4:54 PM – March 21, 2025, 5:06 PM

  Publication: arXiv: 2410.01955

  Presenters

  • Bingzhi Zhang

    University of Southern California

  Authors

  • Bingzhi Zhang

    University of Southern California

  • Junyu Liu

    University of Chicago, the University of Pittsburgh

  • Liang Jiang

    University of Chicago

  • Quntao Zhuang

    University of Southern California

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• Abstract Withdrawn

  ORAL Withdrawn

  March 21, 2025, 5:06 PM – March 21, 2025, 5:18 PM

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• Design, Implementation, Benchmarking of Hybrid Quantum-Classical Reservoir Computing

  ORAL

  March 21, 2025, 5:18 PM – March 21, 2025, 5:30 PM

  Presenters

  • Davide Venturelli

    USRA Research Institute for Advanced Computer Science, NASA Ames Research Center

  Authors

  • Davide Venturelli

    USRA Research Institute for Advanced Computer Science, NASA Ames Research Center

  • Filip Wudarski

    USRA Research Institute for Advanced Computer Science

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