Concepedia

Hybrid Quantum-classical Learning

Hybrid Quantum-Classical Learning is a computational learning paradigm that integrates quantum and classical processing components in a unified architecture, distinguishing itself from purely classical or purely quantum approaches by leveraging quantum resources for specific subroutines while relying on classical systems for control, optimization, or data preprocessing.

191

Publications

16.7K

Citations

680

Authors

314

Institutions

Publications per year

2017–2026

188

Parents

Publications

191

Barren plateaus in quantum neural network training landscapes

Jarrod R. McClean, Sergio Boixo, Vadim Smelyanskiy et al. · Nature Communications · 2018 · 2.1K citations · Full text

, , +17

Evaluating analytic gradients on quantum hardware

Maria Schuld, Ville Bergholm, Christian Gogolin et al. · Physical review. A/Physical review, A · 2019 · 1.1K citations · Full text

, , +17

Parameterized quantum circuits as machine learning models

Quantum Science and Technology · 2019 · 1K citations · Full text

, , +15

Quantum Approximate Optimization Algorithm: Performance, Mechanism, and Implementation on Near-Term Devices

Physical Review X · 2020 · 660 citations · Full text

, , +17

Quantum Generative Adversarial Networks for learning and loading random distributions

npj Quantum Information · 2019 · 439 citations · Full text

, , +17

1–5 of 191

Authors

680

  1. SY
    Samuel Yen-Chi Chen

    Brookhaven National Laboratory, United States

    6 publications · 518 citations

    6

    h-index

  2. XW
    Xin Wang

    Baidu (China), China

    4 publications · 143 citations

    4

    h-index

  3. AP
    Alejandro Perdomo‐Ortiz

    Ames Research Center, United States

    4 publications · 935 citations

    4

    h-index

  4. TL
    Tongliang Liu

    The University of Sydney, Australia

    4 publications · 162 citations

    4

    h-index

  5. SY
    Shinjae Yoo

    Brookhaven National Laboratory, United States

    4 publications · 329 citations

    4

    h-index

1–5 of 680

Institutions

314

  1. University of Technology Sydney

    Sydney, Australia

    7 h-index

    12 publications

    731 citations

  2. University College London

    London, United Kingdom

    7 h-index

    14 publications

    3.5K citations

  3. Freie Universität Berlin

    Berlin, Germany

    6 h-index

    20 publications

    2.6K citations

  4. Centre for Quantum Computation and Communication Technology

    Sydney, Australia

    6 h-index

    8 publications

    641 citations

  5. Cambridge Quantum Computing (United Kingdom)

    Cambridge, United Kingdom

    5 h-index

    10 publications

    5.4K citations

  6. Brookhaven National Laboratory

    Upton, United States

    5 h-index

    12 publications

    1.1K citations

  7. Clemson University

    Clemson, United States

    5 h-index

    17 publications

    508 citations

  8. Ames Research Center

    Mountain View, United States

    5 h-index

    11 publications

    2.4K citations

1–8 of 314

Venues

  1. arXiv (Cornell University)

    Repository · 31 publications · 1.4K citations

    15

    h-index

  2. Physical review. A/Physical review, A

    PRA · 13 publications · 1.6K citations

    12

    h-index

  3. Quantum Science and Technology

    QST · 8 publications · 1.8K citations

    8

    h-index

  4. Scientific Reports

    8 publications · 264 citations

    8

    h-index

  5. Electronics

    5 publications · 225 citations

    5

    h-index

1–5