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Accuracy versus precision in boosted top tagging with the ATLAS detector
/ ATLAS Collaboration
The identification of top quark decays where the top quark has a large momentum transverse to the beam axis, known as \textit{top tagging}, is a crucial component in many measurements of Standard Model processes and searches for beyond the Standard Model physics at the Large Hadron Collider. Machine learning techniques have improved the performance of top tagging algorithms, but the size of the systematic uncertainties for all proposed algorithms has not been systematically studied. [...]
arXiv:2407.20127; CERN-EP-2024-159.-
Geneva : CERN, 2024-08-27 - 47 p.
- Published in : JINST 19 (2024) P08018
Fulltext: 2407.20127 - PDF; ANA-JETM-2023-06-PAPER - PDF; document - PDF; External link: Previous draft version
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