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Performance of $b$-Jet Identification in the ATLAS Experiment

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arxiv 1512.01094 v2 pith:JFVUJNZ6 submitted 2015-12-03 hep-ex

classification hep-ex
keywords jetstaggingefficiencyalgorithmalgorithmsatlasbeencalibration
verification ladder T0 review T1 audit T2 compute T3 formal
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abstract

The identification of jets containing $b$ hadrons is important for the physics programme of the ATLAS experiment at the Large Hadron Collider. Several algorithms to identify jets containing $b$ hadrons are described, ranging from those based on the reconstruction of an inclusive secondary vertex or the presence of tracks with large impact parameters to combined tagging algorithms making use of multi-variate discriminants. An independent $b$-tagging algorithm based on the reconstruction of muons inside jets as well as the $b$-tagging algorithm used in the online trigger are also presented.The $b$-jet tagging efficiency, the $c$-jet tagging efficiency and the mistag rate for light flavour jets in data have been measured with a number of complementary methods. The calibration results are presented as scale factors defined as the ratio of the efficiency (or mistag rate) in data to that in simulation. In the case of $b$ jets, where more than one calibration method exists, the results from the various analyses have been combined taking into account the statistical correlation as well as the correlation of the sources of systematic uncertainty.

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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. How to identify the dead cone in the top-quark jet

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    A Monte-Carlo study shows the top-quark dead cone can be extracted from top jets by extrapolating momentum spectra to zero b-decay angle, matching MLLA expectations to ~15%.

  2. Investigation of the performance of a GNN-based b-jet tagging method in heavy-ion collisions

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    A GNN-based b-jet tagger adapted from ATLAS's GN1 retains good performance on simulated Pb-Pb background when retrained per centrality, despite degradation when applied out-of-the-box.

  3. Jet Substructure Probe on Scalar Leptoquark Models via Top Polarization

    hep-ph 2025-05 conditional novelty 6.0 of 10

    A simulation study projects up to 5.4 sigma discovery significance for scalar leptoquarks at the HL-LHC and up to 3.2 sigma separation between the S3 and R2 models using a BDT score.

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