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Quantum Machine Learning II

ORAL · V32 · ID: 380840

Presentations

  • A Quantum Reservoir Computing Approach to Image Classification

    ORAL

    –

    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

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    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

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    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

    View abstract →

  • Storage properties of a quantum perceptron

    ORAL

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    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

    View abstract →

  • Kerr Network Reservoir Computing for Quantum State Measurement

    ORAL

    –

    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

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    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

    View abstract →

  • Quantum generative adversarial networks with provable convergence

    ORAL

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    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

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    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

    View abstract →

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

    ORAL

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    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

    View abstract →

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

    ORAL

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    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

    View abstract →

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

    ORAL

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    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

    View abstract →

  • Differentiable Quantum Architecture Search

    ORAL

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    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

    –

    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 →