Nature Communications (Jul 2022)
Realizing quantum convolutional neural networks on a superconducting quantum processor to recognize quantum phases
- Johannes Herrmann,
- Sergi Masot Llima,
- Ants Remm,
- Petr Zapletal,
- Nathan A. McMahon,
- Colin Scarato,
- François Swiadek,
- Christian Kraglund Andersen,
- Christoph Hellings,
- Sebastian Krinner,
- Nathan Lacroix,
- Stefania Lazar,
- Michael Kerschbaum,
- Dante Colao Zanuz,
- Graham J. Norris,
- Michael J. Hartmann,
- Andreas Wallraff,
- Christopher Eichler
Affiliations
- Johannes Herrmann
- Department of Physics, ETH Zurich
- Sergi Masot Llima
- Department of Physics, ETH Zurich
- Ants Remm
- Department of Physics, ETH Zurich
- Petr Zapletal
- Department of Physics, Friedrich-Alexander University Erlangen-Nürnberg (FAU)
- Nathan A. McMahon
- Department of Physics, Friedrich-Alexander University Erlangen-Nürnberg (FAU)
- Colin Scarato
- Department of Physics, ETH Zurich
- François Swiadek
- Department of Physics, ETH Zurich
- Christian Kraglund Andersen
- Department of Physics, ETH Zurich
- Christoph Hellings
- Department of Physics, ETH Zurich
- Sebastian Krinner
- Department of Physics, ETH Zurich
- Nathan Lacroix
- Department of Physics, ETH Zurich
- Stefania Lazar
- Department of Physics, ETH Zurich
- Michael Kerschbaum
- Department of Physics, ETH Zurich
- Dante Colao Zanuz
- Department of Physics, ETH Zurich
- Graham J. Norris
- Department of Physics, ETH Zurich
- Michael J. Hartmann
- Department of Physics, Friedrich-Alexander University Erlangen-Nürnberg (FAU)
- Andreas Wallraff
- Department of Physics, ETH Zurich
- Christopher Eichler
- Department of Physics, ETH Zurich
- DOI
- https://doi.org/10.1038/s41467-022-31679-5
- Journal volume & issue
-
Vol. 13,
no. 1
pp. 1 – 7
Abstract
Quantum neural networks could help analysing the output of quantum computers and quantum simulators of growing complexity. Here, the authors use a 7-qubit superconducting quantum processor to show how a quantum convolutional neural network can correctly recognise the phase of a quantum many-body state.
