Ryan Sweke

Effect of data encoding on the expressive power of variational quantum-machine-learning models

Maria Schuld, Ryan Sweke, Johannes Jakob Meyer · Physical review. A/Physical review, A · 2021 · 617 citations · Full text

Engineering, Machine Learning, Quantum Programming +17

Stochastic gradient descent for hybrid quantum-classical optimization

Ryan Sweke, Johannes Jakob Meyer, Paul K. Faehrmann et al. · Refubium (Universitätsbibliothek der Freien Universität Berlin) · 2020 · 199 citations · Full text

Encoding-dependent generalization bounds for parametrized quantum circuits

C. Matthias, Elies Gil-Fuster, Johannes Jakob Meyer et al. · arXiv (Cornell University) · 2021 · 93 citations · Full text

Quantum Science, Quantum Security, Engineering +13

On the Quantum versus Classical Learnability of Discrete Distributions

Ryan Sweke, Jean‐Pierre Seifert, Dominik Hangleiter et al. · Quantum · 2021 · 81 citations · Full text

Engineering, Machine Learning, Discrete Distributions +16

Universal simulation of Markovian open quantum systems

Ryan Sweke, Ilya Sinayskiy, Denis Bernard et al. · Physical Review A · 2015 · 64 citations · Full text