Quantum-inspired clustering with light

• URL: http://arxiv.org/abs/2405.04142v1
• Date: Tue, 7 May 2024 09:17:02 GMT
• Title: Quantum-inspired clustering with light
• Authors: Miguel Varga, Pablo Bermejo, Rubén Pellicer-Guridi, Román Orús, Gabriel Molina-Terriza,
• Abstract summary: This article introduces a novel approach to perform the simulation of a single qubit quantum algorithm using laser beams. We develop a variational quantum algorithm implementing a clustering procedure following the approach proposed by some of us in SciRep 13, 13284 (2023)
• Score: 0.0
• License: http://creativecommons.org/licenses/by/4.0/
• Abstract: This article introduces a novel approach to perform the simulation of a single qubit quantum algorithm using laser beams. Leveraging the polarization states of photonic qubits, and inspired by variational quantum eigensolvers, we develop a variational quantum 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.

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