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
- Quantum machine learning
Jacob Biamonte, Péter Wittek, Nicola Pancotti et al. — 2017 · Nature · 4,525 citations - Quantum Machine Learning in Feature Hilbert Spaces
Maria Schuld, Nathan Killoran — 2019 · Physical Review Letters · 1,693 citations - An introduction to quantum machine learning
Maria Schuld, Ilya Sinayskiy, Francesco Petruccione — 2014 · Contemporary Physics · 1,271 citations - Challenges and opportunities in quantum machine learning
M. Cerezo, Guillaume Verdon, Hsin-Yuan Huang et al. — 2022 · Nature Computational Science · 665 citations - Power of data in quantum machine learning
Hsin-Yuan Huang, Michael Broughton, Masoud Mohseni et al. — 2021 · Nature Communications · 679 citations - An introduction to quantum machine learning
Maria Schuld, Ilya Sinayskiy, Francesco Petruccione — 2014 · 427 citations - 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 · 513 citations - Generalization in quantum machine learning from few training data
Matthias C. Caro, Hsin-Yuan Huang, M. Cerezo et al. — 2022 · Nature Communications · 454 citations - 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 · 652 citations - 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 · 701 citations - Distributed secure quantum machine learning
Yu‐Bo Sheng, Lan Zhou — 2017 · Science Bulletin · 246 citations - Towards quantum machine learning with tensor networks
William Huggins, Piyush Patil, Bradley Mitchell et al. — 2018 · Quantum Science and Technology · 303 citations