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Exponential data encoding for quantum supervised learning

Published in Physical review. A/Physical review, A • Jan 23, 2023
NobleIDNI8P18W14R27S43
Authors:
Seongwook Shin
,
Yong Siah Teo
,
Hyunseok Jeong

Abstract

Reliable quantum supervised learning of a multivariate function mapping depends on the expressivity of the corresponding quantum circuit and measurement resources. We introduce exponential-data-encoding strategies that are hardware-efficient and optimal among all nonentangling Pauli-encoded schemes,...

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