Abstract
| Enhancing the discrimination power to identify Higgs boson decay
events into a pair of bottom quarks in the boosted regime is of significant importance
within the ATLAS experiment at the Large Hadron Collider (LHC). Effectively identifying
this specific process enhances the collected sample of Higgs boson production
events, hence reducing the statistical uncertainties in the determination of the properties
of this particle. The production of the Higgs boson in the so-called boosted
regime, i.e., with large transverse momentum with respect to the beam direction,
results in the final-state quark pair being highly collimated, reconstructed as a single
large-radius jet (LargeR-jet). Discriminating between these signal events and
the background is a rather challenging task. To enhance the discriminative power
between signal and background events, it is possible to employ variables that are
sensitive to the SU(3) color representation of the decaying particle, which produces
the LargeR-jet. This study has demonstrated how the new ATLAS boosted Higgs
boson tagger (GN2X) appears to autonomously utilize color information from the
jet, showcasing its robustness, thus offering valuable insights for future analyses
within the collaboration focusing on such events. |