Quantum machine learning — citation graph of key research

Explore the most influential research on quantum machine learning as an interactive citation graph on Constellation. The papers below are connected by direct citations and shared references — open any one to center the graph on it and discover related work.

Top papers on quantum machine learning

  1. Quantum machine learning
    Jacob Biamonte, Péter Wittek, Nicola Pancotti et al. — 2017 · Nature · 4,383 citations
  2. Quantum Machine Learning in Feature Hilbert Spaces
    Maria Schuld, Nathan Killoran — 2019 · Physical Review Letters · 1,616 citations
  3. An introduction to quantum machine learning
    Maria Schuld, Ilya Sinayskiy, Francesco Petruccione — 2014 · Contemporary Physics · 1,228 citations
  4. Challenges and opportunities in quantum machine learning
    M. Cerezo, Guillaume Verdon, Hsin-Yuan Huang et al. — 2022 · Nature Computational Science · 639 citations
  5. Power of data in quantum machine learning
    Hsin-Yuan Huang, Michael Broughton, Masoud Mohseni et al. — 2021 · Nature Communications · 639 citations
  6. An introduction to quantum machine learning
    Maria Schuld, Ilya Sinayskiy, Francesco Petruccione — 2014 · 427 citations
  7. Quantum machine learning: a classical perspective
    Carlo Ciliberto, Mark Herbster, Alessandro Davide Ialongo et al. — 2018 · Proceedings of the Royal Society A Mathematical Physical and Engineering Sciences · 503 citations
  8. Generalization in quantum machine learning from few training data
    Matthias C. Caro, Hsin-Yuan Huang, M. Cerezo et al. — 2022 · Nature Communications · 440 citations
  9. Quantum Machine Learning for 6G Communication Networks: State-of-the-Art and Vision for the Future
    Syed Junaid Nawaz, Shree Krishna Sharma, Shurjeel Wyne et al. — 2019 · IEEE Access · 649 citations
  10. Effect of data encoding on the expressive power of variational quantum-machine-learning models
    Maria Schuld, Ryan Sweke, Johannes Jakob Meyer — 2021 · Physical review. A/Physical review, A · 678 citations
  11. Distributed secure quantum machine learning
    Yu‐Bo Sheng, Lan Zhou — 2017 · Science Bulletin · 244 citations
  12. Quantum Machine Learning in Chemical Compound Space
    O. Anatole von Lilienfeld — 2017 · Angewandte Chemie International Edition · 254 citations