<p>Experiments at the CERN Large Hadron Collider (LHC) have accumulated an unprecedented amount of data corresponding to a large variety of quantum states. Although searching for new particles beyond the Standard Model of particle physics remains a high priority for the LHC program, precision measurements of the physical processes predicted in the Standard Model continue to lead us to a deeper understanding of nature at high energies. We carry out detailed simulations for the process <i>pp</i> → <i>τ</i><sup>+</sup><i>τ</i><sup><i>−</i></sup><i>X</i> to perform quantum tomography and to measure the quantum entanglement and the Bell nonlocality of the <i>τ</i><sup>+</sup><i>τ</i><sup><i>−</i></sup> two qubit state, including both statistical and systematic uncertainties. By using advanced machine learning techniques for neutrino momentum reconstruction, we achieve precise measurements of the full spin density matrix, a critical advantage over previous studies limited by reconstruction challenges for missing momenta. Our analysis reveals a clear observation of Bell nonlocality with high statistical significance, surpassing 5<i>σ</i>, establishing <i>τ</i><sup>+</sup><i>τ</i><sup><i>−</i></sup> as an ideal system for quantum information studies in high-energy collisions. Given its experimental feasibility and the high expected sensitivity for Bell nonlocality, we propose that <i>τ</i><sup>+</sup><i>τ</i><sup><i>−</i></sup> should be regarded as the new benchmark system for quantum information studies at the LHC, complementing and extending the insights gained from the <InlineEquation ID="IEq1"> <EquationSource Format="MATHML"><math display="inline"> <mi>t</mi> <mover accent="true"> <mi>t</mi> <mo stretchy="true">¯</mo> </mover> </math></EquationSource> <EquationSource Format="TEX">\( t\overline{t} \)</EquationSource> </InlineEquation> system.</p>

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Entanglement and Bell nonlocality in τ+τ at the LHC using machine learning for neutrino reconstruction

  • Yulei Zhang,
  • Bai-Hong Zhou,
  • Qi-Bin Liu,
  • Tong Arthur Wu,
  • Shu Li,
  • Tao Han,
  • Shih-Chieh Hsu,
  • Matthew Low

摘要

Experiments at the CERN Large Hadron Collider (LHC) have accumulated an unprecedented amount of data corresponding to a large variety of quantum states. Although searching for new particles beyond the Standard Model of particle physics remains a high priority for the LHC program, precision measurements of the physical processes predicted in the Standard Model continue to lead us to a deeper understanding of nature at high energies. We carry out detailed simulations for the process ppτ+τX to perform quantum tomography and to measure the quantum entanglement and the Bell nonlocality of the τ+τ two qubit state, including both statistical and systematic uncertainties. By using advanced machine learning techniques for neutrino momentum reconstruction, we achieve precise measurements of the full spin density matrix, a critical advantage over previous studies limited by reconstruction challenges for missing momenta. Our analysis reveals a clear observation of Bell nonlocality with high statistical significance, surpassing 5σ, establishing τ+τ as an ideal system for quantum information studies in high-energy collisions. Given its experimental feasibility and the high expected sensitivity for Bell nonlocality, we propose that τ+τ should be regarded as the new benchmark system for quantum information studies at the LHC, complementing and extending the insights gained from the t t ¯ \( t\overline{t} \) system.