Supervised Quantum Learning as Quantum Channel Simulation

Leonardo Banchi; Stefano Pirandola; Stefano Pirandola

doi:10.1364/QIM.2019.S4D.6

Quantum Information and Measurement (QIM) V: Quantum Technologies
OSA Technical Digest (Optica Publishing Group, 2019),
paper S4D.6
•https://doi.org/10.1364/QIM.2019.S4D.6

Supervised Quantum Learning as Quantum Channel Simulation

Leonardo Banchi and Stefano Pirandola

Quantum Information and Measurement 2019

Rome Italy
4–6 April 2019
ISBN: 978-1-943580-56-9

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Quantum Information IV (S4D)

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L. Banchi and S. Pirandola, "Supervised Quantum Learning as Quantum Channel Simulation," in Quantum Information and Measurement (QIM) V: Quantum Technologies, OSA Technical Digest (Optica Publishing Group, 2019), paper S4D.6.

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Abstract

We propose a formal mapping between supervised quantum learning and the information theoretic notion of channel simulation. The mapping is exploited to define a universal learning machines that can learn from quantum data.

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