Quantum Machine Learning: Theory and Training

Presentations

• Abstract Withdrawn

  ORAL · Withdrawn

  March 21, 2025, 11:30 AM – March 21, 2025, 11:42 AM

  View abstract →

• Geometric quantum machine learning of provably efficient quantum algorithms

  ORAL

  March 21, 2025, 11:42 AM – March 21, 2025, 11:54 AM

  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

  View abstract →

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

  ORAL

  March 21, 2025, 11:54 AM – March 21, 2025, 12:06 PM

  Presenters

  • Amy S Rouillard

    • Stellenbosch University

  Authors

  • Amy S Rouillard

    • Stellenbosch University

  • Matt Lourens

    • Stellenbosch University

  • Francesco Petruccione

    • University of KwaZulu-Natal

  View abstract →

• Provably Efficient Adiabatic Learning for Quantum-Classical Dynamics

  ORAL

  March 21, 2025, 12:06 PM – March 21, 2025, 12:18 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

  View abstract →

• The quantum-classical crossover in machine learning

  ORAL

  March 21, 2025, 12:18 PM – March 21, 2025, 12:30 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

  View abstract →

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

  ORAL

  March 21, 2025, 12:30 PM – March 21, 2025, 12:42 PM

  Presenters

  • Sonika Johri

    • Coherent Computing Inc

  Authors

  • Sonika Johri

    • Coherent Computing Inc

  View abstract →

• Quo vadis, quantum machine learning?

  ORAL · Invited

  March 21, 2025, 12:42 PM – March 21, 2025, 1:18 PM

  Presenters

  • Jens Eisert

    • Freie Universität Berlin
    • FU Berlin

  Authors

  • Jens Eisert

    • Freie Universität Berlin
    • FU Berlin

  View abstract →

• Magic in quantum machine learning

  ORAL

  March 21, 2025, 1:18 PM – March 21, 2025, 1:30 PM

  Presenters

  • Marco Paini

    • Rigetti Computing

  Authors

  • Marco Paini

    • Rigetti Computing

  View abstract →

• Shadow learning for efficiently estimating ground state properties

  ORAL

  March 21, 2025, 1:30 PM – March 21, 2025, 1:42 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

  View abstract →

• Variational Measurement-Based Quantum Computation for generative modeling

  ORAL

  March 21, 2025, 1:42 PM – March 21, 2025, 1:54 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

  View abstract →

• Quantum-data-driven dynamical transition in quantum learning

  ORAL

  March 21, 2025, 1:54 PM – March 21, 2025, 2:06 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

  View abstract →

• Abstract Withdrawn

  ORAL · Withdrawn

  March 21, 2025, 2:06 PM – March 21, 2025, 2:18 PM

  View abstract →

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

  ORAL

  March 21, 2025, 2:18 PM – March 21, 2025, 2:30 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

  View abstract →