Quantum Machine Learning I

Presentations

• The power of quantum neural networks

  ORAL

  March 18, 2021, 11:30 AM – March 18, 2021, 11:42 AM

  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

  March 18, 2021, 11:42 AM – March 18, 2021, 11:54 AM

  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

  March 18, 2021, 11:54 AM – March 18, 2021, 12:06 PM

  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

  March 18, 2021, 12:06 PM – March 18, 2021, 12:18 PM

  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 →

• Operational Natural Gradients For Variational Quantum Algorithms

  ORAL

  March 18, 2021, 12:18 PM – March 18, 2021, 12:30 PM

  Presenters

  • Nathan McMahon

    • Friedrich-Alexander University Erlangen-Nürnberg

  Authors

  • Nathan McMahon

    • Friedrich-Alexander University Erlangen-Nürnberg

  View abstract →

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

  ORAL

  March 18, 2021, 12:30 PM – March 18, 2021, 12:42 PM

  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 →

• Tensor-Flow Quantum: An open source software framework for hybrid quantum-classical machine learning

  Invited

  March 18, 2021, 12:42 PM – March 18, 2021, 1:18 PM

  Presenters

  • Masoud Mohseni

    • Google AI
    • Google
    • Google AI Quantum
    • Google Quantum AI

  Authors

  • Masoud Mohseni

    • Google AI
    • Google
    • Google AI Quantum
    • Google Quantum AI

  View abstract →

• Barren Plateaus in Quantum Neural Networks

  ORAL

  March 18, 2021, 1:18 PM – March 18, 2021, 1:30 PM

  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

  March 18, 2021, 1:30 PM – March 18, 2021, 1:42 PM

  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 →

• Quantum Machine Learning with Quantum-Probabilistic Generative Models

  ORAL

  March 18, 2021, 1:42 PM – March 18, 2021, 1:54 PM

  Presenters

  • Guillaume Verdon-Akzam

    • Quantum, X

  Authors

  • Antonio Javier Martinez

    • Quantum, X

  • Geoffrey Roeder

    • Quantum, X

  • Guillaume Verdon-Akzam

    • Quantum, X

  View abstract →

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

  ORAL

  March 18, 2021, 1:54 PM – March 18, 2021, 2:06 PM

  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 →

• Enhancing Combinatorial Optimization with Quantum Generative Models

  ORAL

  March 18, 2021, 2:06 PM – March 18, 2021, 2:18 PM

  Presenters

  • Francisco Fernandez Alcazar

    • Zapata Computing

  Authors

  • Francisco Fernandez Alcazar

    • Zapata Computing

  • Alejandro Perdomo

    • Zapata Computing

  View abstract →

• Adversarial Robustness of Quantum Machine Learning Models

  ORAL

  March 18, 2021, 2:18 PM – March 18, 2021, 2:30 PM

  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 →