Articles with "quantum data" as a keyword



Learnability of a hybrid quantum-classical neural network for graph-structured quantum data

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Published in 2024 at "Quantum Information Processing"

DOI: 10.1007/s11128-025-04997-y

Abstract: Graph-structured data commonly arise in many real-world applications, and this extends naturally into the quantum setting, where quantum data with inherent graph structures are frequently generated by typical quantum data sources. However, existing state-of-the-art models… read more here.

Keywords: quantum data; graph structured; structured quantum; quantum ... See more keywords

Rate reduction of blind quantum data compression with local approximations based on the unstable structure of quantum states

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Published in 2022 at "Physical Review A"

DOI: 10.1103/physreva.107.052421

Abstract: In this paper, we propose a new protocol for a data compression task, blind quantum data compression, with finite local approximations. The rate of blind data compression is susceptible to approximations even when the approximations… read more here.

Keywords: data compression; blind quantum; quantum data; rate ... See more keywords

Classifying quantum data by dissipation

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Published in 2019 at "Physical Review A"

DOI: 10.1103/physreva.99.032330

Abstract: We investigate a general class of dissipative quantum circuit capable of computing arbitrary Conjunctive Normal Form (CNF) Boolean formulas. In particular, the clauses in a CNF formula define a local generator of Markovian quantum dynamics… read more here.

Keywords: classifying quantum; quantum; quantum data; data dissipation ... See more keywords

An Asynchronous Transport Protocol for Quantum Data Networks

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Published in 2024 at "IEEE Journal on Selected Areas in Communications"

DOI: 10.1109/jsac.2024.3380086

Abstract: Quantum Data Networks (QDNs) are vital to building Distributed Quantum Computing (DQC) systems. Though several communication protocols have been proposed for QDNs, most of them are at the network layer or below. The only transport… read more here.

Keywords: transport; quantum data; protocol; data transmission ... See more keywords