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. 2022 Sep 23;9:582. doi: 10.1038/s41597-022-01639-1

Table 3.

QDataSet features for quantum noise spectroscopy.

Item Description
Objective Algorithm to estimate noise operators {VO}, thereby characterising relevant features of noise affecting quantum system.
Inputs Pulse sequence, reconstructed from the pulse_parameters feature in the dataset.
Label Set of measurements {EO}
Intermediate inputs Hamiltonians, Unitary operators, Initial states ρ0
Output Estimate of measurements E^O
Metric MSE (between estimates and label data)
MSEEO,E^O                             (34)

The left columns lists typical categories in a machine learning architecture. The right column describes the corresponding feature(s) of the QDataSet that would fall into such categories for the use of the QDataSet in training quantum tomography algorithms.