Evidence map›Paper›PMID 39289485›Full record

ArticleScientific reports2024

Quantum-inspired clustering with light.

Miguel Varga, Pablo Bermejo, Ruben Pellicer-Guridi, Román Orús, Gabriel Molina-Terriza

Abstract read
In one paragraph

Article in Scientific reports, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Miguel VargaCentro de Física de Materiales, UPV-EHU/CSIC, Paseo Manuel de Lardizabal 5, San Sebastián, E-20018, Spain. miguel.varga@ehu.eus.
Pablo BermejoDonostia International Physics Center, Paseo Manuel de Lardizabal 4, San Sebastián, E-20018, Spain.
Ruben Pellicer-GuridiCentro de Física de Materiales, UPV-EHU/CSIC, Paseo Manuel de Lardizabal 5, San Sebastián, E-20018, Spain.
Román OrúsDonostia International Physics Center, Paseo Manuel de Lardizabal 4, San Sebastián, E-20018, Spain.
Gabriel Molina-TerrizaCentro de Física de Materiales, UPV-EHU/CSIC, Paseo Manuel de Lardizabal 5, San Sebastián, E-20018, Spain.

Funding

Ministerio de Ciencia e Innovación PLEC2021-008251
6 · The paper itself

Abstract

This article introduces a novel approach to perform the simulation of a single qubit quantum-inspired algorithm using laser beams. Leveraging the polarization states of photonic qubits, and inspired by variational quantum eigensolvers, we develop a variational quantum-inspired algorithm implementing a clustering procedure following the approach proposed by some of us in SciRep 13, 13284 (2023). A key aspect of our research involves the utilization of non-orthogonal states within the photonic domain, harnessing the potential of polarization schemes to reproduce unitary circuits. By mapping these non-orthogonal states into polarization states, we achieve an efficient and versatile quantum information processing unit which serves as a clustering device for a diverse set of datasets.

Identifiers

PMID39289485
PMCPMC11408508

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.