Machine-enhanced cp-asymmetries in the electroweak sector

HIGHLIGHTS

  • who: Noah Clarke Hall and colleagues from the DepartmentUniversity of Manchester, Manchester , PL, United Kingdom have published the Article: Machine-enhanced CP-asymmetries in the electroweak sector, in the Journal: (JOURNAL) of 18/01/2023
  • what: In this approach, the importance of each input variable to the trained network is determined, by evaluating the decrease in accuracy that occurs when the values of the input variable are randomly interchanged in the dataset. The authors show that the ML-constructed CP-sensitive observables can lead to large sensitivity enhancements in searches for CP violation at the . . .

     

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