Quantum Machine Learning II

Presentations

• A Quantum Reservoir Computing Approach to Image Classification

  ORAL

  March 18, 2021, 3:00 PM – March 18, 2021, 3:12 PM

  Presenters

  • Fangjun Hu

    • Princeton University

  Authors

  • Fangjun Hu

    • Princeton University

  • Saeed Khan

    • Department of Electrical Engineering, Princeton University
    • Princeton University

  • Gerasimos Angelatos

    • Princeton University

  • Hakan E Tureci

    • Princeton University
    • Department of Electrical Engineering, Princeton University

  View abstract →

• Neuromorphic computing with single-element quantum reservoirs

  ORAL

  March 18, 2021, 3:12 PM – March 18, 2021, 3:24 PM

  Presenters

  • Luke Govia

    • Raytheon BBN Technologies
    • BBN Technology - Massachusetts
    • BBN Technologies

  Authors

  • Luke Govia

    • Raytheon BBN Technologies
    • BBN Technology - Massachusetts
    • BBN Technologies

  • William D Kalfus

    • Raytheon BBN Technologies

  • Guilhem Ribeill

    • Raytheon BBN Technologies
    • BBN Technology - Massachusetts
    • BBN Technologies

  • Graham E Rowlands

    • Raytheon BBN Technologies

  • Hari Krovi

    • Raytheon BBN Technologies

  • Thomas A Ohki

    • Raytheon BBN Technologies
    • BBN Technology - Massachusetts
    • BBN Technologies

  View abstract →

• Quantum Learning at High Temperatures in a Dissipative Electronic System

  ORAL

  March 18, 2021, 3:24 PM – March 18, 2021, 3:36 PM

  Presenters

  • John Miller

    • Dept. of Physics & Texas Ctr. for Superconductivity, University of Houston
    • University of Houston

  Authors

  • John Miller

    • Dept. of Physics & Texas Ctr. for Superconductivity, University of Houston
    • University of Houston

  • Martha Villagran

    • Dept. of Physics & Texas Ctr. for Superconductivity, University of Houston
    • University of Houston

  • Jarek Wosik

    • Dept. of ECE & Texas Ctr. for Superconductivity, University of Houston

  • Ayo Kolapo

    • BardeenQ Labs

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• Storage properties of a quantum perceptron

  ORAL

  March 18, 2021, 3:36 PM – March 18, 2021, 3:48 PM

  Presenters

  • Aikaterini Gratsea

    • ICFO – The Institute of Photonic Sciences

  Authors

  • Aikaterini Gratsea

    • ICFO – The Institute of Photonic Sciences

  • Valentin Kasper

    • ICFO – The Institute of Photonic Sciences
    • ICFO - Barcelona, Spain

  • Maciej Lewenstein

    • ICFO – The Institute of Photonic Sciences

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• Kerr Network Reservoir Computing for Quantum State Measurement

  ORAL

  March 18, 2021, 3:48 PM – March 18, 2021, 4:00 PM

  Presenters

  • Gerasimos Angelatos

    • Princeton University

  Authors

  • Gerasimos Angelatos

    • Princeton University

  • Saeed Khan

    • Department of Electrical Engineering, Princeton University
    • Princeton University

  • Hakan E Tureci

    • Princeton University
    • Department of Electrical Engineering, Princeton University

  View abstract →

• Quantum Thermodynamics of Quantum Boltzmann Machines

  ORAL

  March 18, 2021, 4:00 PM – March 18, 2021, 4:12 PM

  Presenters

  • Sangchul Oh

    • Department of Chemistry, Purdue University

  Authors

  • Sangchul Oh

    • Department of Chemistry, Purdue University

  • Sabre Kais

    • Purdue University
    • Department of Chemistry and Purdue Quantum Science and Engineering Institute, Purdue University
    • Department of Chemistry, Department of Physics and Astronomy, and Purdue Quantum Science and Engineering Institute, Purdue University
    • Department of Chemistry, Purdue University

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• Quantum-assisted GAN networks for particle shower simulation

  ORAL

  March 18, 2021, 4:12 PM – March 18, 2021, 4:24 PM

  Presenters

  • Andrea Delgado

    • Physics Division, Oak Ridge National Laboratory

  Authors

  • Andrea Delgado

    • Physics Division, Oak Ridge National Laboratory

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• Quantum generative adversarial networks with provable convergence

  ORAL

  March 18, 2021, 4:24 PM – March 18, 2021, 4:36 PM

  Presenters

  • Alexander Zlokapa

    • Caltech

  Authors

  • Murphy Yuezhen Niu

    • Google AI Quantum
    • Google Quantum AI
    • Google Inc

  • Michael Broughton

    • Google AI Quantum
    • Google

  • Alexander Zlokapa

    • Caltech

  • Masoud Mohseni

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

  • 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

  View abstract →

• Quantum Long Short-Term Memory

  ORAL

  March 18, 2021, 4:36 PM – March 18, 2021, 4:48 PM

  Presenters

  • Samuel Yen-Chi Chen

    • Brookhaven National Laboratory

  Authors

  • Samuel Yen-Chi Chen

    • Brookhaven National Laboratory

  • Shinjae Yoo

    • Brookhaven National Laboratory

  • Yao-Lung L. Fang

    • Brookhaven National Laboratory

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• Implementation of quantum machine learning for electronic structure calculations of periodic systems on NISQ devices

  ORAL

  March 18, 2021, 4:48 PM – March 18, 2021, 5:00 PM

  Presenters

  • Shree Hari Sureshbabu

    • School of Electrical and Computer Engineering, Purdue University

  Authors

  • Shree Hari Sureshbabu

    • School of Electrical and Computer Engineering, Purdue University

  • Rongxin Xia

    • Department of Physics and Astronomy, Purdue University
    • Purdue University

  • Sabre Kais

    • Purdue University
    • Department of Chemistry and Purdue Quantum Science and Engineering Institute, Purdue University
    • Department of Chemistry, Department of Physics and Astronomy, and Purdue Quantum Science and Engineering Institute, Purdue University
    • Department of Chemistry, Purdue University

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• Analysis of a Quantum Kernel-Based Classifier Using a Tunable Trapped Ion Noisy Simulator

  ORAL

  March 18, 2021, 5:00 PM – March 18, 2021, 5:12 PM

  Presenters

  • Keith Kenemer

    • Aliro Quantum Technologies

  Authors

  • Keith Kenemer

    • Aliro Quantum Technologies

  • Michael Cubeddu

    • Aliro Quantum Technologies

  • Ian MacCormack

    • Aliro Quantum Technologies
    • University of Chicago

  • Conor Delaney

    • Aliro Quantum Technologies

  • Nidhi Aggarwal

    • Aliro Quantum Technologies

  • 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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• RL-QAOA: A Reinforcement Learning Approach to Many-Body Ground State Preparation

  ORAL

  March 18, 2021, 5:12 PM – March 18, 2021, 5:24 PM

  Presenters

  • Jiahao Yao

    • University of California, Berkeley
    • Dept. of Mathematics, UC Berkeley

  Authors

  • Jiahao Yao

    • University of California, Berkeley
    • Dept. of Mathematics, UC Berkeley

  • Lin Lin

    • University of California, Berkeley
    • Dept. of Mathematics, UC Berkeley

  • Marin Bukov

    • University of Sofia
    • University of California, Berkeley
    • Faculty of Physics, Sofia University

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• Reinforcement learning for semi-autonomous approximate quantum eigensolver

  ORAL

  March 18, 2021, 5:24 PM – March 18, 2021, 5:36 PM

  Presenters

  • Francisco Albarrán-Arriagada

    • Shanghai University

  Authors

  • Francisco Albarrán-Arriagada

    • Shanghai University

  • Juan Carlos Retamal

    • Fisica, Universidad De Santiago de Chile

  • Lucas Lamata

    • Fisica atomica, molecular y nuclear, Universidad de Sevilla

  • Enrique Solano

    • IQM Germany
    • Shanghai University

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• Differentiable Quantum Architecture Search

  ORAL

  March 18, 2021, 5:36 PM – March 18, 2021, 5:48 PM

  Presenters

  • Shixin Zhang

    • Tsinghua University

  Authors

  • Shixin Zhang

    • Tsinghua University

  • Chang-Yu Hsieh

    • Tencent Quantum Laboratory

  • Shengyu Zhang

    • Tencent Quantum Laboratory

  • Hong Yao

    • Tsinghua University

  View abstract →

• Quantum computation on defective circuits

  ORAL

  March 18, 2021, 5:48 PM – March 18, 2021, 6:00 PM

  Presenters

  • Mohammad Ansari

    • PGI-2, Forschungszentrum Julich
    • Forschungszentrum Julich
    • PGI-2, Forschungszentrum Juelich

  Authors

  • Mohammad Ansari

    • PGI-2, Forschungszentrum Julich
    • Forschungszentrum Julich
    • PGI-2, Forschungszentrum Juelich

  View abstract →