High-dimensional multi-fidelity Bayesian optimization for quantum control

High-dimensional multi-fidelity Bayesian optimization for quantum control

We present the first multi-fidelity Bayesian optimization (BO) approach for solving inverse problems in the quantum control of prototypical quantum systems. Our approach automatically constructs time-dependent control fields that enable transitions between initial and desired final quantum states. M...

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Bibliographic Details
Main Authors: Marjuka F Lazin, Christian R Shelton, Simon N Sandhofer, Bryan M Wong
Format: Article
Language:English
Published: IOP Publishing 2023-01-01
Series:Machine Learning: Science and Technology
Subjects:
Bayesian optimization
quantum control
multi-fidelity
Online Access:https://doi.org/10.1088/2632-2153/ad0100

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