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We present the Collections 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.Most importantly, our BO approach gives i