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Quantum Machine Learning I

FOCUS · S32 · ID: 380839

Presentations

  • The power of quantum neural networks

    ORAL

    –

    Presenters

    • Amira Abbas

      Univ of KwaZulu-Natal

    Authors

    • Amira Abbas

      Univ of KwaZulu-Natal

    • David Sutter

      IBM Quantum, IBM Research, IBM Quantum, IBM Resarch - Zurich, IBM Research - Zurich

    • Christa Zoufal

      IBM Quantum, IBM Quantum, IBM Research

    • Aurelien Lucchi

      ETH Zurich

    • Alessio Figalli

      ETH Zurich

    • Stefan Woerner

      IBM Quantum, IBM Quantum, IBM Research, IBM Quantum, IBM Resarch - Zurich, IBM Research - Zurich

    View abstract →

  • Variational Quantum Boltzmann Machines

    ORAL

    –

    Presenters

    • Christa Zoufal

      IBM Quantum, IBM Quantum, IBM Research

    Authors

    • Christa Zoufal

      IBM Quantum, IBM Quantum, IBM Research

    • Aurélien Lucchi

      ETH Zurich

    • Stefan Woerner

      IBM Quantum, IBM Quantum, IBM Research, IBM Quantum, IBM Resarch - Zurich, IBM Research - Zurich

    View abstract →

  • Data re-uploading for a universal quantum classifier

    ORAL

    –

    Presenters

    • Adrián Pérez-Salinas

      Barcelona Supercomputing Center

    Authors

    • Adrián Pérez-Salinas

      Barcelona Supercomputing Center

    • Alba Cervera-Lierta

      Univ of Toronto, Barcelona Supercomputing Center

    • Elies Gil-Fuster

      Universitat de Barcelona

    • José I. Latorre

      Universitat de Barcelona

    View abstract →

  • Learnability and Complexity of Quantum Sample

    ORAL

    –

    Presenters

    • Murphy Yuezhen Niu

      Google AI Quantum, Google Quantum AI, Google Inc

    Authors

    • Murphy Yuezhen Niu

      Google AI Quantum, Google Quantum AI, Google Inc

    • Andrew Dai

      Google Health

    • Li Li

      Google Research, Google Inc

    • Vadim Smelyanskiy

      Google AI Quantum, Google Quantum AI, Google - Venice, CA, Google Inc - Santa Barbara

    • Hartmut Neven

      Google AI Quantum, Google Quantum AI, Google LLC, Google - Venice, CA

    • Sergio Boixo

      Google Quantum AI, Google LLC

    View abstract →

  • Generation of High Resolution Handwritten Digits with Samples from a Quantum Device

    ORAL

    –

    Presenters

    • Manuel S. Rudolph

      Zapata Computing Inc.

    Authors

    • Manuel S. Rudolph

      Zapata Computing Inc.

    • Ntwali Toussaint Bashige

      Zapata Computing Inc., Zapata Computing Inc

    • Amara Katabarwa

      Zapata Computing Inc., Zapata Computing Inc

    • Borja Peropadre

      Zapata Computing Inc., Zapata Computing Inc

    • Alejandro Perdomo-Ortiz

      Zapata Computing Inc., Zapata Computing

    View abstract →

  • Barren Plateaus in Quantum Neural Networks

    ORAL

    –

    Presenters

    • Marco Cerezo de la Roca

      Theoretical Division, Los Alamos National Laboratory, T-Division, Los Alamos National Laboratory, Los Alamos National Laboratory

    Authors

    • Marco Cerezo de la Roca

      Theoretical Division, Los Alamos National Laboratory, T-Division, Los Alamos National Laboratory, Los Alamos National Laboratory

    • Akira Sone

      Theoretical Division, Los Alamos National Laboratory, T-Division, Los Alamos National Laboratory, Los Alamos National Laboratory

    • Kunal Sharma

      T-Division, Los Alamos National Laboratory, Louisiana State University, Los Alamos National Laboratory

    • Tyler Volkoff

      T-Division, Los Alamos National Laboratory, Los Alamos National Laboratory

    • Lukasz Cincio

      Los Alamos National Laboratory, T-Division, Los Alamos National Laboratory

    • Patrick Coles

      Los Alamos National Laboratory, Theoretical Division, Los Alamos National Laboratory, T-Division, Los Alamos National Laboratory

    View abstract →

  • Power of data in quantum machine learning

    ORAL

    –

    Presenters

    • Hsin-Yuan Huang

      Caltech, Caltech / Google

    Authors

    • Hsin-Yuan Huang

      Caltech, Caltech / Google

    • Michael Broughton

      Google AI Quantum, Google

    • Masoud Mohseni

      Google AI, Google, Google AI Quantum, Google Quantum AI

    • Ryan Babbush

      Google, Google LLC

    • Jarrod McClean

      Google, Google LLC

    View abstract →

  • A divide-and-conquer algorithm for quantum state preparation

    ORAL

    –

    Presenters

    • Kyungdeock Daniel Park

      KAIST

    Authors

    • Israel F. Araujo

      Universidade Federal de Pernambuco

    • Kyungdeock Daniel Park

      KAIST

    • Francesco Petruccione

      University of KwaZulu-Natal, Univ of KwaZulu-Natal

    • Adenilton J. da Silva

      Universidade Federal de Pernambuco

    View abstract →

  • Adversarial Robustness of Quantum Machine Learning Models

    ORAL

    –

    Presenters

    • Haoran Liao

      University of California, Berkeley

    Authors

    • Haoran Liao

      University of California, Berkeley

    • Ian Convy

      University of California, Berkeley

    • William Huggins

      University of California, Berkeley, Google LLC

    • Birgitta K Whaley

      University of California, Berkeley, Chemistry, University of California, Berkeley

    View abstract →