Concepedia

Quantum Machine Learning

Quantum Machine Learning is an interdisciplinary research area that integrates principles from quantum computing and machine learning, distinguished by its focus on developing algorithms and models that leverage quantum mechanical phenomena to enhance computational performance in learning tasks.

2.8K

Publications

161.8K

Citations

6K

Authors

1.8K

Institutions

Publications per year

2017–2026

2.5K

Variants

Qml

Parents

Children

Publications

2.8K

Supervised learning with quantum-enhanced feature spaces

Vojtěch Havlíček, Antonio Córcoles, Kristan Temme et al. · Nature · 2019 · 2.4K citations · Full text

, , +12

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

Quantum Support Vector Machine for Big Data Classification

Patrick Rebentrost, Masoud Mohseni, Seth Lloyd · Physical Review Letters · 2014 · 2K citations · Full text

, , +16

Quantum Machine Learning in Feature Hilbert Spaces

Maria Schuld, Nathan Killoran · Physical Review Letters · 2019 · 1.7K citations · Full text

, , +15

Noisy intermediate-scale quantum algorithms

Kishor Bharti, Alba Cervera-Lierta, Thi Ha Kyaw et al. · Reviews of Modern Physics · 2022 · 1.7K citations · Full text

, , +15

1–5 of 2.8K

Authors

6K

  1. PJ
    Patrick J. Coles

    Los Alamos National Laboratory, United States

    33 publications · 3.2K citations

    27

    h-index

  2. MC
    M. Cerezo

    Los Alamos National Laboratory, United States

    30 publications · 2.8K citations

    25

    h-index

  3. VD
    Vedran Dunjko

    Leiden University, Netherlands

    24 publications · 2.1K citations

    19

    h-index

  4. MS
    Maria Schuld

    University of KwaZulu-Natal, South Africa

    20 publications · 7.3K citations

    19

    h-index

  5. SY
    Samuel Yen-Chi Chen

    Brookhaven National Laboratory, United States

    20 publications · 1.4K citations

    18

    h-index

1–5 of 6K

Institutions

1.8K

  1. Massachusetts Institute of Technology

    Cambridge, United States

    32 h-index

    116 publications

    16.4K citations

  2. Los Alamos National Laboratory

    Los Alamos, United States

    31 h-index

    175 publications

    17.9K citations

  3. Tsinghua University

    Beijing, China

    31 h-index

    164 publications

    9.6K citations

  4. University of Waterloo

    Waterloo, Canada

    31 h-index

    98 publications

    9.8K citations

  5. University of Oxford

    Oxford, United Kingdom

    28 h-index

    118 publications

    12.2K citations

  6. California Institute of Technology

    Pasadena, United States

    28 h-index

    53 publications

    6.9K citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    28 h-index

    107 publications

    11.2K citations

  8. University of California, Berkeley

    Berkeley, United States

    27 h-index

    49 publications

    7.5K citations

1–8 of 1.8K

Venues

  1. Physical Review Letters

    PRL · 87 publications · 13.1K citations

    54

    h-index

  2. Physical review. A/Physical review, A

    PRA · 135 publications · 11.6K citations

    49

    h-index

  3. arXiv (Cornell University)

    Repository · 238 publications · 8.9K citations

    46

    h-index

  4. npj Quantum Information

    42 publications · 5.2K citations

    35

    h-index

  5. Quantum

    57 publications · 4.5K citations

    35

    h-index

1–5