Concepedia

Quantum Generative Models

Quantum Generative Models is a generative modeling framework in quantum machine learning that leverages quantum mechanical principles to learn and sample from the probability distribution of classical or quantum data through parameterized quantum circuits or quantum state preparation techniques.

124

Publications

11.8K

Citations

442

Authors

230

Institutions

Publications per year

2017–2026

118

Parents

Publications

124

Parameterized quantum circuits as machine learning models

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

, , +15

Quantum Generative Adversarial Learning

Seth Lloyd, Christian Weedbrook · Physical Review Letters · 2018 · 573 citations · Full text

, , +14

Quantum generative adversarial networks

Pierre-Luc Dallaire-Demers, Nathan Killoran · Physical review. A/Physical review, A · 2018 · 503 citations · Full text

, , +16

Quantum Generative Adversarial Networks for learning and loading random distributions

npj Quantum Information · 2019 · 439 citations · Full text

, , +17

Quantum Generative Adversarial Networks for learning and loading random distributions

Christa Zoufal, Aurélien Lucchi, Stefan Woerner · Repository for Publications and Research Data (ETH Zurich) · 2019 · 401 citations · Full text

, , +17

1–5 of 124

Authors

442

  1. AP
    Alejandro Perdomo‐Ortiz

    Ames Research Center, United States

    11 publications · 1.2K citations

    10

    h-index

  2. MB
    Marcello Benedetti

    Cambridge Quantum Computing (United Kingdom), United Kingdom

    5 publications · 946 citations

    5

    h-index

  3. RG
    Roger G. Melko

    University of Waterloo, Canada

    4 publications · 511 citations

    4

    h-index

  4. JC
    Juan Carrasquilla

    University of Waterloo, Canada

    4 publications · 460 citations

    4

    h-index

  5. SV
    S. Vallecorsa

    Lawrence Berkeley National Laboratory, United States

    4 publications · 90 citations

    4

    h-index

1–5 of 442

Institutions

230

  1. University College London

    London, United Kingdom

    11 h-index

    19 publications

    3.8K citations

  2. University of Waterloo

    Waterloo, Canada

    9 h-index

    24 publications

    3.6K citations

  3. Zapata (United States)

    Boston, United States

    8 h-index

    15 publications

    1.2K citations

  4. University of Chinese Academy of Sciences

    Beijing, China

    8 h-index

    15 publications

    1.5K citations

  5. Perimeter Institute

    Waterloo, Canada

    8 h-index

    14 publications

    1.4K citations

  6. Flatiron Health (United States)

    New York, United States

    7 h-index

    7 publications

    1.2K citations

  7. Cambridge Quantum Computing (United Kingdom)

    Cambridge, United Kingdom

    7 h-index

    14 publications

    5.6K citations

  8. Vector Institute

    Toronto, Canada

    7 h-index

    8 publications

    617 citations

1–8 of 230

Venues

  1. arXiv (Cornell University)

    Repository · 17 publications · 786 citations

    12

    h-index

  2. Physical review. A/Physical review, A

    PRA · 11 publications · 1.2K citations

    11

    h-index

  3. Quantum Science and Technology

    QST · 8 publications · 2K citations

    8

    h-index

  4. npj Quantum Information

    7 publications · 1.2K citations

    7

    h-index

  5. Physical Review Letters

    PRL · 4 publications · 751 citations

    4

    h-index

1–5