| Paper Abstract and Keywords |
| Presentation |
2022-12-08 17:30
Measurement-based Quantum Reservoir Computing
Toshiki Yasuda, Yudai Suzuki (Keio), Tomoyuki Kubota, Kohei Nakajima (Tokyo), Caoch (MITSUBISHI CHEMICAL), Hendra Nurdin (UNSW), Naoki Yamamoto (Keio) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
The conventional QRC (Quantum Reservoir Computing) model using a quantum computer has a problem that it lacks nonlinearity as a dynamical system. In this paper, we have succeeded in introducing a measurement back action into the reservoir system by adding a measurement in the middle of the quantum circuit, and have demonstrated higher performance than conventional models in the time series prediction task. Furthermore, using information processing capacity to quantify the nonlinearity of the dynamical system, we show that our reservoir system has high nonlinearity and function approximation capability. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Quantum Computing / Quantum Reservoir Computing / Quantum Measurement / / / / / |
| Reference Info. |
IEICE Tech. Rep. |
| Paper # |
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| Download PDF |
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| Conference Information |
| Committee |
QIT |
| Conference Date |
2022-12-08 - 2022-12-09 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Keio Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Quantum Information |
| Paper Information |
| Registration To |
QIT |
| Conference Code |
2022-12-QIT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Measurement-based Quantum Reservoir Computing |
| Sub Title (in English) |
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| Keyword(1) |
Quantum Computing |
| Keyword(2) |
Quantum Reservoir Computing |
| Keyword(3) |
Quantum Measurement |
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| 1st Author's Name |
Toshiki Yasuda |
| 1st Author's Affiliation |
Keio University (Keio) |
| 2nd Author's Name |
Yudai Suzuki |
| 2nd Author's Affiliation |
Keio University (Keio) |
| 3rd Author's Name |
Tomoyuki Kubota |
| 3rd Author's Affiliation |
Tokyo University (Tokyo) |
| 4th Author's Name |
Kohei Nakajima |
| 4th Author's Affiliation |
Tokyo University (Tokyo) |
| 5th Author's Name |
Caoch |
| 5th Author's Affiliation |
MITSUBISHI CHEMICAL GROUP (MITSUBISHI CHEMICAL) |
| 6th Author's Name |
Hendra Nurdin |
| 6th Author's Affiliation |
The University of New South Wales (UNSW) |
| 7th Author's Name |
Naoki Yamamoto |
| 7th Author's Affiliation |
Keio University (Keio) |
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| Speaker |
Author-1 |
| Date Time |
2022-12-08 17:30:00 |
| Presentation Time |
15 minutes |
| Registration for |
QIT |
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| Volume (vol) |
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