Machine Learning-Enhanced Quantum State Tomography with Direct Parameter Estimations

H.-Y. Hsieh; Y.-R. Chen; J. Ning; H.-C. Wu; H.L. Chen; Z.-H. Shi; P.-H. Wang; P. Yang; O. Steuernagel; C.-M. Wu; R.-K. Lee

doi:10.1109/CLEO-PR60912.2024.10676693

會議論文集

Machine Learning-Enhanced Quantum State Tomography with Direct Parameter Estimations

H.-Y. Hsieh, Y.-R. Chen, J. Ning, H.-C. Wu, H.L. Chen, Z.-H. Shi, P.-H. Wang, P. Yang, O. Steuernagel, C.-M. Wu, …

16th Pacific Rim Conference on Lasers and Electro-Optics, CLEO-PR 2024

2024

DOI: https://doi.org/10.1109/CLEO-PR60912.2024.10676693

Web of Science ID: WOS:001532172700278

摘要

Characteristic model

Density matrix

Machine-learning

Parameters estimation

Performance

Quantum state tomography

Target parameter

Self-supervised learning

Instead of using the reconstruction model in training a truncated density matrix, we develop a high-performance, lightweight, and easy-to-install supervised characteristic model by generating the target parameters directly. © 2023 The Author(s)

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https://www.scopus.com/inward/record.uri?eid=2-s2.0-85206389093&doi=10.1109%2fCLEO-PR60912.2024.10676693&partnerID=40&md5=a8dddb5569ea2f56bdba5f4a93419f44檢視

指標

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詳細資料

題名: Machine Learning-Enhanced Quantum State Tomography with Direct Parameter Estimations
創作者：: H.-Y. Hsieh - National Tsing Hua University
Y.-R. Chen - National Tsing Hua University
J. Ning - National Tsing Hua University
H.-C. Wu - National Tsing Hua University
H.L. Chen - National Tsing Hua University
Z.-H. Shi - National Tsing Hua University
P.-H. Wang - National Tsing Hua University
P. Yang - National Tsing Hua University
O. Steuernagel - National Tsing Hua University
C.-M. Wu - National Tsing Hua University
R.-K. Lee - National Tsing Hua University
出版者: Institute of Electrical and Electronics Engineers Inc.; NEW YORK
總頁數: 2
學術資源類型: 會議論文集
出版日期: 2024
出版資訊: 16th Pacific Rim Conference on Lasers and Electro-Optics, CLEO-PR 2024
語言: 英語

Machine Learning-Enhanced Quantum State Tomography with Direct Parameter Estimations

摘要

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相關連結

指標

詳細資料

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