| Paper Abstract and Keywords |
| Presentation |
2021-05-24 13:30
[Poster Presentation]
Machine Learning of Quantum Circuits Using OTOC
Ryosuke Kutsuzawa, Naoya Kobayashi, Masahiro Fujii (Shizuoka Univ), Yoshifumi Nakata (Tokyo Univ), Yasunari Suzuki (NTT), Masaki Owari (Shizuoka Univ) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Recently, Alves et al. succeeded a discrimination among Haar measure, 1-design, and 2-design by learning out of time ordered correlators (OTOC) with constitutional neural networks (CNN).
In this study, we investigate whether discriminative models constructed by Alves et al.'s method and those constructed by other methods which are derived by modifying Alves et al's method can classify learning data solely depending on degrees of unitary designs.
For this purpose, we construct discriminative models by learning OTOC of the Haar measure and Random Clifford circuits with those different types of methods, and then, verify whether datasets generated by local random circuits with various different depth are classified
solely depending on their degree of designs.
As a result, we show that Alves et al.'s method does not discriminate data depending on its degree of design, but a method derived by modifying Alves et al's does. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
random quantum circuit / Haar measure / t-design / OTOC / / / / |
| Reference Info. |
IEICE Tech. Rep. |
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| Conference Information |
| Committee |
QIT |
| Conference Date |
2021-05-24 - 2021-05-25 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Online |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Quantum Information |
| Paper Information |
| Registration To |
QIT |
| Conference Code |
2021-05-QIT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Machine Learning of Quantum Circuits Using OTOC |
| Sub Title (in English) |
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| Keyword(1) |
random quantum circuit |
| Keyword(2) |
Haar measure |
| Keyword(3) |
t-design |
| Keyword(4) |
OTOC |
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| 1st Author's Name |
Ryosuke Kutsuzawa |
| 1st Author's Affiliation |
Shizuoka University (Shizuoka Univ) |
| 2nd Author's Name |
Naoya Kobayashi |
| 2nd Author's Affiliation |
Shizuoka University (Shizuoka Univ) |
| 3rd Author's Name |
Masahiro Fujii |
| 3rd Author's Affiliation |
Shizuoka University (Shizuoka Univ) |
| 4th Author's Name |
Yoshifumi Nakata |
| 4th Author's Affiliation |
Tokyo University (Tokyo Univ) |
| 5th Author's Name |
Yasunari Suzuki |
| 5th Author's Affiliation |
NTT (NTT) |
| 6th Author's Name |
Masaki Owari |
| 6th Author's Affiliation |
Shizuoka University (Shizuoka Univ) |
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| Speaker |
Author-1 |
| Date Time |
2021-05-24 13:30:00 |
| Presentation Time |
120 minutes |
| Registration for |
QIT |
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vol. |
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