Maximum-likelihood-estimate Hamiltonian learning via efficient and robust quantum likelihood gradient

Given the recent developments in quantum techniques, modeling the physical Hamiltonian of a target quantum many-body system is becoming an increasingly practical and vital research direction. Here, we propose an efficient strategy combining maximum-likelihood estimation, gradient descent, and quantu...

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Bibliographic Details
Main Authors: Tian-Lun Zhao, Shi-Xin Hu, Yi Zhang
Format: Article
Language:English
Published: American Physical Society 2023-05-01
Series:Physical Review Research
Online Access:http://doi.org/10.1103/PhysRevResearch.5.023136