Quantum Machine Learning III

Presentations

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

  ORAL

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

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

  ORAL

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

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

  ORAL

  March 19, 2021, 9:24 AM – March 19, 2021, 9:36 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, 9:36 AM – March 19, 2021, 9:48 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, 9:48 AM – March 19, 2021, 10:00 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, 10:00 AM – March 19, 2021, 10:12 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, 10:12 AM – March 19, 2021, 10:24 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, 10:24 AM – March 19, 2021, 10:36 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, 10:36 AM – March 19, 2021, 10:48 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, 10:48 AM – March 19, 2021, 11:00 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, 11:00 AM – March 19, 2021, 11:12 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, 11:12 AM – March 19, 2021, 11:24 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

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

  ORAL

  March 19, 2021, 11:24 AM – March 19, 2021, 11:36 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, 11:36 AM – March 19, 2021, 11:48 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

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

  ORAL

  March 19, 2021, 11:48 AM – March 19, 2021, 12:00 PM

  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 →