Quantum machine learning - Near-Term Applications

FOCUS · Y50 · ID: 2154946

Presentations

  • Practical hybrid digital-analog quantum learning on Rydberg atom arrays

    ORAL

    –

    Presenters

    • Kristina G Wolinski

      Princeton University

    Authors

    • Kristina G Wolinski

      Princeton University

    • Milan Kornjaca

      QuEra Computing

    • Susanne F Yelin

      Harvard University

    • Jonathan Z Lu

      Massachusetts Institute of Technology

    • Lucy Jiao

      Harvard University

    • Hong-Ye Hu

      Harvard University

    • Fangli Liu

      QuEra Computing

    • Shengtao Wang

      QuEra Computing Inc., QuEra Computing, QUERA

    View abstract →

  • Quantum-enhanced machine learning using phosphorus-doped silicon quantum dots

    ORAL

    –

    Publication: Experimental quantum-enhanced machine learning using quantum many-body systems

    Presenters

    • Samuel K Gorman

      University of New South Wales

    Authors

    • Samuel Sutherland

      University of New South Wales

    • Casey R Myers

      University of New South Wales, Silicon Quantum Computing

    • Brandur Thorgrimmson

      Atlantic Quantum

    • Joris G Keizer

      Silicon Quantum Computing, SQC, University of New South Wales

    • Matthew B Donnelly

      University of New South Wales

    • Yousun Chung

      Silicon Quantum Computing, SQC, University of New South Wales

    • Samuel K Gorman

      University of New South Wales

    • Michelle Y Simmons

      University of New South Wales

    View abstract →

  • Utilizing the non-interacting bionic particle sampling to solve image classification tasks

    ORAL

    –

    Presenters

    • Akitada Sakurai

      Okinawa Institute of Science & Technology

    Authors

    • Akitada Sakurai

      Okinawa Institute of Science & Technology

    • Aoi Hayashi

      Okinawa Institute of Science & Techinology

    • William J Munro

      Okinawa Institute of Science & Techinology, Okinawa Institute of Science and Technology

    • Kae Nemoto

      Okinawa Institute of Science & Technology, OIST

    View abstract →

  • Quadri-partite Quantum-Assisted VAE as a calorimeter surrogate

    ORAL

    –

    Presenters

    • J. Quetzalcoatl Q Toledo-Marin

      TRIUMF

    Authors

    • J. Quetzalcoatl Q Toledo-Marin

      TRIUMF

    • Hao Jia

      University of British Columbia

    • Sebastian Gonzalez

      University of British Columbia

    • Sehmimul Hoque

      Waterloo University

    • Abhishek Abhishek

      University of British Columbia, The University of British Columbia

    • Tiago Vale

      SFU

    • Soren Andersen

      Lund University

    • Geoffrey Fox

      University of Virgina

    • Roger G Melko

      University of Waterloo

    • Maximilian Swiatlowski

      TRIUMF

    • Wojciech Fedorko

      TRIUMF

    View abstract →

  • Quantum Hardware-Enabled Molecular Dynamics via Transfer Learning

    ORAL

    –

    Presenters

    • Abid A Khan

      University of Illinois at Urbana-Champai

    Authors

    • Abid A Khan

      University of Illinois at Urbana-Champai

    • Bryan K Clark

      University of Illinois at Urbana-Champaign

    • Prateek Vaish

      Brown University

    • Yaoqi Pang

      Brown University

    • Brenda M Rubenstein

      Brown University

    • Michael Chen

      New York University, Stanford University

    • Norm M Tubman

      NASA Ames

    View abstract →

  • Quantum Reservoir Computing with Neutral Atom Arrays

    ORAL

    –

    Presenters

    • Milan Kornjaca

      QuEra Computing

    Authors

    • Milan Kornjaca

      QuEra Computing

    • Hong-Ye Hu

      Harvard University, Harvard University, Department of Physics

    • Chen Zhao

      QuEra Computing, Harvard University & QuEra Computing

    • Jonathan R Wurtz

      QuEra Computing, Boston University

    • Alexei Bylinskii

      QuEra Computing, QuEra Computing, Inc.

    • Pedro Lopes

      QuEra Computing

    • Xun Gao

      University of Colorado, Boulder, University of Colorado Boulder

    • Fangli Liu

      QuEra Computing

    • Shengtao Wang

      QuEra Computing Inc., QuEra Computing, QUERA

    View abstract →

  • Hierarchy of the echo state property in quantum reservoir computing

    ORAL

    –

    Presenters

    • Shumpei Kobayashi

      Department of Creative Informatics, The University of Tokyo, Japan

    Authors

    • Shumpei Kobayashi

      Department of Creative Informatics, The University of Tokyo, Japan

    • Kohei Nakajima

      Department of Mechano-Informatics, The University of Tokyo, Japan

    • Quoc Hoan Tran

      Next Generation Artificial Intelligence Research Center (AI Center), Graduate School of Information Science and Technology, The University of Tokyo, Japan

    View abstract →