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Quantum Pathways for Charged Track Finding in High-Energy Collisions

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arxiv 2311.00766 v2 pith:ZAJMYWGU submitted 2023-11-01 hep-ph hep-exquant-ph

classification hep-phhep-exquant-ph
keywords quantumdatafindingtemplatetrackalgorithmchargedcollisions
verification ladder T0 review T1 audit T2 compute T3 formal
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In high-energy particle collisions, charged track finding is a complex yet crucial endeavour. We propose a quantum algorithm, specifically quantum template matching, to enhance the accuracy and efficiency of track finding. Abstracting the Quantum Amplitude Amplification routine by introducing a data register, and utilising a novel oracle construction, allows data to be parsed to the circuit and matched with a hit-pattern template, without prior knowledge of the input data. Furthermore, we address the challenges posed by missing hit data, demonstrating the ability of the quantum template matching algorithm to successfully identify charged-particle tracks from hit patterns with missing hits. Our findings therefore propose quantum methodologies tailored for real-world applications and underline the potential of quantum computing in collider physics.

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Cited by 3 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Quantum simulation of scattering amplitudes and interferences in perturbative QCD

    hep-ph 2025-07 conditional novelty 7.0 of 10

    A quantum circuit encodes QCD colour factors and diagram interferences in a measurement probability, with permuted identical-particle diagrams generated by swap sorting networks.

  2. Continuous-variable photonic quantum extreme learning machines for fast collider-data selection

    quant-ph 2025-10 conditional novelty 4.0 of 10

    A Gaussian photonic QELM with displacement encoding and quadrature/photon-number readout produces polynomial features that, under a linear readout, match or beat small MLPs on top-jet and Higgs classification.

  3. Quantum algorithms for the simulation of QCD processes in the perturbative regime

    hep-ph 2024-12 conditional novelty 3.0 of 10

    Quantum circuits for the colour algebra of perturbative QCD are presented and validated on a simulator, matching analytic colour factors for example diagrams.

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