General Machine Learning Algorithm for Quantum Teleportation

Fuente: arXiv
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Main Authors: Brattley, Allison, Opatrny, Tomas, Das, Kunal K.
Format: Preprint
Published: 2025
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author Brattley, Allison
Opatrny, Tomas
Das, Kunal K.
author_facet Brattley, Allison
Opatrny, Tomas
Das, Kunal K.
contents We present a general algorithm, based on machine learning, which can create optimal unitary operators to implement quantum teleportation in any system with well-defined set of measurements in a relevant entangled basis. We illustrate it with a collective spin model and demonstrate its versatility by applying it to teloportation of single and multiple qubit states, coherent and Dicke states, and for systems with prior distributions and unequal dimensions. All cases display significant regimes of quantum advantage over corresponding classical schemes with no entanglement. The algorithm offers the flexibility to choose a balance between target fidelity and computational cost.
format Preprint
id arxiv_https___arxiv_org_abs_2511_18318
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle General Machine Learning Algorithm for Quantum Teleportation
Brattley, Allison
Opatrny, Tomas
Das, Kunal K.
Quantum Physics
We present a general algorithm, based on machine learning, which can create optimal unitary operators to implement quantum teleportation in any system with well-defined set of measurements in a relevant entangled basis. We illustrate it with a collective spin model and demonstrate its versatility by applying it to teloportation of single and multiple qubit states, coherent and Dicke states, and for systems with prior distributions and unequal dimensions. All cases display significant regimes of quantum advantage over corresponding classical schemes with no entanglement. The algorithm offers the flexibility to choose a balance between target fidelity and computational cost.
title General Machine Learning Algorithm for Quantum Teleportation
topic Quantum Physics
url https://arxiv.org/abs/2511.18318