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Quantum Machine Learning Quantum Simulation Quantum Foundations

From vacuum amplitudes to qubits

arXiv
Authors: Germán Rodrigo

Year

2026

Paper ID

28402

Status

Preprint

Abstract Read

~2 min

Abstract Words

117

Citations

N/A

Abstract

High-energy colliders, exemplified by the CERN's Large Hadron Collider (LHC), constitute genuine quantum machines. In alignment with Richard Feynman's foundational vision for quantum computing, collider physics emerge therefore as a prime candidate for quantum simulations. Prospective applications include Quantum Machine Learning for collider data analysis, accelerated evaluation of complex multiloop Feynman diagrams, efficient jet clustering, enhanced parton shower simulations, and related computational challenges. We discuss two specific applications: the identification of causal structures in multiloop vacuum amplitudes, a fundamental component of the Loop-Tree Duality exhibiting deep connections to graph theory; and high-dimensional function integration and sampling. The latter constitutes an initial step toward realizing a fully fleged quantum event generator capable of operating at high perturbative orders.

Why This Paper Matters

  • This paper contributes to the Quantum Machine Learning research area in the Quantum Articles archive.
  • It adds a 2026 reference point for readers tracking recent quantum research.
  • High-energy colliders, exemplified by the CERN's Large Hadron Collider (LHC), constitute genuine quantum machines.

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