Quantum Machine Learning III

Presentations

• Branching Quantum Convolutional Neural Networks: A Variational Ansatz with Mid-Circuit Measurements

  ORAL

  March 19, 2021, 8:00 AM – March 19, 2021, 8:12 AM

  Presenters

  • Ian MacCormack

    • University of Chicago

  Authors

  • Ian MacCormack

    • University of Chicago

  • Conor Delaney

    • Aliro Quantum Technologies

  • Alexey Galda

    • University of Chicago
    • James Franck Institute, University of Chicago

  • Prineha Narang

    • Harvard University
    • SEAS, Harvard University
    • John A. Paulson School of Engineering & Applied Science, Harvard University
    • Harvard John A. Paulson School of Engineering and Applied Sciences, Harvard University
    • Physics, Harvard University
    • John A. Paulson School of Engineering and Applied Sciences, Harvard University

  View abstract →

• Learning local and nonlocal quatum data via generative model over tensor network architechture

  ORAL

  March 19, 2021, 8:12 AM – March 19, 2021, 8:24 AM

  Presenters

  • Khadijeh Najafi

    • IBM TJ Watson Research Center

  Authors

  • Khadijeh Najafi

    • IBM TJ Watson Research Center

  • Ahmadreza Azizi

    • Virginia Tech
    • VT

  • Miles Stoudenmire

    • Flatiron Institute

  • Xun Gao

    • Physics, Harvard

  • Mikhail Lukin

    • Harvard University
    • Physics, Harvard

  • Susanne F Yelin

    • Physics, Harvard

  • Masoud Mohseni

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

  View abstract →

• A few examples of Machine Learning and Artificial Neural Networks applied to Quantum Physics

  ORAL

  March 19, 2021, 8:24 AM – March 19, 2021, 8:36 AM

  Presenters

  • Franco Nori

    • RIKEN and University of Michigan

  Authors

  • Franco Nori

    • RIKEN and University of Michigan

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• Quantum-enhanced data classification with a variational entangled sensor network

  ORAL

  March 19, 2021, 8:36 AM – March 19, 2021, 8:48 AM

  Presenters

  • Yi Xia

    • University of Arizona

  Authors

  • Yi Xia

    • University of Arizona

  • Wei Li

    • University of Arizona

  • Quntao Zhuang

    • University of Arizona

  • Zheshen Zhang

    • University of Arizona

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• Classical variational simulation of the Quantum Approximate Optimization Algorithm

  ORAL

  March 19, 2021, 8:48 AM – March 19, 2021, 9:00 AM

  Presenters

  • Matija Medvidović

    • Columbia University

  Authors

  • Matija Medvidović

    • Columbia University

  • Giuseppe Carleo

    • EPFL
    • Institute of Physics, École Polytechnique Fédérale de Lausanne (EPFL)
    • EPF Lausanne

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• Using Reinforcement Learning for Quantum Control in Magnetic Resonance

  ORAL

  March 19, 2021, 9:00 AM – March 19, 2021, 9:12 AM

  Presenters

  • Will Kaufman

    • Dartmouth College

  Authors

  • Will Kaufman

    • Dartmouth College

  • Benjamin Alford

    • Dartmouth College

  • Pai Peng

    • MIT
    • Massachusetts Institute of Technology MIT

  • Xiaoyang Huang

    • MIT
    • Massachusetts Institute of Technology MIT

  • Paola Cappellaro

    • Massachusetts Institute of Technology MIT
    • MIT

  • Chandrasekhar Ramanathan

    • Dartmouth College
    • Physics and Astronomy, Dartmouth College

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• Machine Learning-Derived Entanglement Witnesses

  ORAL

  March 19, 2021, 9:12 AM – March 19, 2021, 9:24 AM

  Presenters

  • Eric Zhu

    • Univ of Toronto

  Authors

  • Eric Zhu

    • Univ of Toronto

  • Larry T. H. Wu

    • Univ of Toronto

  • Li Qian

    • Univ of Toronto

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• Unsupervised machine learning quantum dynamics

  ORAL

  March 19, 2021, 9:24 AM – March 19, 2021, 9:36 AM

  Presenters

  • Matthew Choi

    • Univ of Toronto

  Authors

  • Matthew Choi

    • Univ of Toronto

  • Daniel Flam-Shepherd

    • Univ of Toronto

  • Thi Ha Kyaw

    • Univ of Toronto
    • Department of Computer Science and Chemistry, University of Toronto

  • Alan Aspuru-Guzik

    • Univ of Toronto
    • Chemistry/Computer Science, University of Toronto
    • Department of Computer Science and Chemistry, University of Toronto

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• Quantum adiabatic machine learning with zooming

  ORAL

  March 19, 2021, 9:36 AM – March 19, 2021, 9:48 AM

  Presenters

  • Jean-Roch Vlimant

    • Caltech

  Authors

  • Alexander Zlokapa

    • Caltech

  • Alex Mott

    • DeepMind Technologies

  • Joshua Job

    • Lockheed Martin

  • Jean-Roch Vlimant

    • Caltech

  • Daniel Lidar

    • Univ of Southern California
    • University of Southern California

  • Maria Spiropulu

    • Caltech

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• Convolutional Neural Networks and Symmetries of Quantum 1D Spin Chains

  ORAL

  March 19, 2021, 9:48 AM – March 19, 2021, 10:00 AM

  Presenters

  • Shah Saad Alam

    • Rice Univ

  Authors

  • Shah Saad Alam

    • Rice Univ

  • Yilong Ju

    • Rice Univ

  • Jonathan Minoff

    • Rice Univ

  • Fabio Anselmi

    • Baylor College of Medicine

  • Ankit Patel

    • Rice Univ

  • Han Pu

    • Rice Univ
    • Department of Physics and Astronomy, Rice University

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• Deep Quantum Control: End-to-end quantum control using deep learning algorithms

  ORAL

  March 19, 2021, 10:00 AM – March 19, 2021, 10:12 AM

  Presenters

  • Omid Khosravani

    • Duke University

  Authors

  • Omid Khosravani

    • Duke University

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• Unsupervised Learning of Physical Systems with Two-dimensional Tensor Network Structures

  ORAL

  March 19, 2021, 10:12 AM – March 19, 2021, 10:24 AM

  Presenters

  • Ahmadreza Azizi

    • Virginia Tech
    • VT

  Authors

  • Ahmadreza Azizi

    • Virginia Tech
    • VT

  • Khadijeh Najafi

    • IBM TJ Watson Research Center

  • Masoud Mohseni

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

  View abstract →

• Pattern-Recognition Training of a Quantum Neuron on a Quantum Computer

  ORAL

  March 19, 2021, 10:24 AM – March 19, 2021, 10:36 AM

  Presenters

  • London Cavaletto

    • Wayne State University

  Authors

  • London Cavaletto

    • Wayne State University

  • Luca Candelori

    • Wayne State University

  • Alex Matos Abiague

    • Wayne State University
    • Physics and Astronomy, Wayne State University
    • Department of Physics and Astronomy, Wayne State University
    • Wayne State Univ

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• Explainable Natural Language Processing with Matrix Product States

  ORAL

  March 19, 2021, 10:36 AM – March 19, 2021, 10:48 AM

  Presenters

  • thiparat chotibut

    • Physics, Chulalongkorn University

  Authors

  • Pradeep Bhadola

    • The Institute for Fundamental Study, Naresuan University

  • Jirawat Tangpanitanon

    • Quantum Technology Foundation (Thailand)
    • Centre for Quantum Technologies, NUS
    • Natl Univ of Singapore

  • Chanatip Mangkang

    • Physics, Chulalongkorn University

  • Yuichiro Minato

    • blueqat Inc.

  • Dimitris Angelakis

    • Centre for Quantum Technologies, National University of Singapore
    • Centre for Quantum Technologies, NUS
    • Natl Univ of Singapore

  • thiparat chotibut

    • Physics, Chulalongkorn University

  View abstract →

• Machine-learning tools for rapid control, calibration and characterization of QPUs and other quantum devices

  ORAL

  March 19, 2021, 10:48 AM – March 19, 2021, 11:00 AM

  Presenters

  • Shai Machnes

    • Forschungszentrum Julich
    • Forschungszentrum Jülich

  Authors

  • Nicolas Wittler

    • Forschungszentrum Julich

  • Federico Roy

    • IBM Zurich
    • IBM Research Zürich
    • IBM Research - Zurich

  • Kevin Pack

    • Forschungszentrum Julich
    • Forschungszentrum Jülich

  • Max Werninghaus

    • IBM Zurich
    • IBM Research Zürich
    • IBM Research - Zurich
    • IBM Quantum - IBM Research Zurich

  • Anurag Saha Roy

    • Citizen scientist
    • Citizen Scientist
    • citizen scientist

  • Daniel Egger

    • IBM Zurich
    • IBM Research Zürich
    • IBM Research - Zurich

  • Stefan Filipp

    • IBM Zurich

  • Frank K Wilhelm

    • Forschungszentrum Julich
    • Forschungszentrum Jülich

  • Shai Machnes

    • Forschungszentrum Julich
    • Forschungszentrum Jülich

  View abstract →