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Related papers: Boosted Top Tagging Method Overview

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The separation of $b$-quark initiated jets from those coming from lighter quark flavors ($b$-tagging) is a fundamental tool for the ATLAS physics program at the CERN Large Hadron Collider. The most powerful $b$-tagging algorithms combine…

High Energy Physics - Experiment · Physics 2017-11-27 Michela Paganini

One way to hunt for top squarks is to look for deviations from the Standard Model in loop level processes involving Higgses. This method is indirect, but complementary to direct searches as it does not rely on specific top squark decays.…

High Energy Physics - Phenomenology · Physics 2018-12-26 Andrea Banfi , Andrew Bond , Adam Martin , Veronica Sanz

At the LHC combinatorics make it unlikely that we will be able to observe stop pair production with a decay to a semi-leptonic top pair and missing energy for generic supersymmetric mass spectra. Using a Standard-Model top tagger on fully…

High Energy Physics - Phenomenology · Physics 2015-05-19 Tilman Plehn , Michael Spannowsky , Michihisa Takeuchi , Dirk Zerwas

The identification of hadronic final states plays a crucial role in the physics programme of the ATLAS Experiment at the CERN LHC. Sophisticated artificial intelligence (AI) algorithms are employed to classify jets according to their…

Data Analysis, Statistics and Probability · Physics 2026-03-16 Leonardo Toffolin

Study of methods of resolved top quarks kinematic reconstruction in the $t\bar{t} \rightarrow \ell+$jets channel is presented at the particle level as well as the fast-simulation detector level. Previous and current pseudo-top quark…

High Energy Physics - Experiment · Physics 2022-08-11 Jiří Kvita

Top quarks produced in multi-TeV processes will have large Lorentz boosts, and their decay products will be highly collimated. In semileptonic decay modes, this often leads to the merging of the b-jet and the hard lepton according to…

High Energy Physics - Phenomenology · Physics 2011-04-04 Keith Rehermann , Brock Tweedie

We explicitly study how jet substructure taggers act on a set of signal and background events. We focus on two-pronged hadronic decay of a boosted Z boson. The background to this process comes from QCD jets with masses of the order of m_Z.…

High Energy Physics - Phenomenology · Physics 2013-08-30 Paloma Quiroga-Arias , Sebastian Sapeta

We study the binary discrimination problem of identification of boosted $H\to gg$ decays from massive QCD jets in a systematic expansion in the strong coupling. Though this decay mode of the Higgs is unlikely to be discovered at the LHC, we…

High Energy Physics - Phenomenology · Physics 2025-04-23 Andrew J. Larkoski

We studied the collider phenomenology of third-generation scalar leptoquarks at the Large Hadron Collider (LHC) with a 14 TeV center-of-mass energy. The analysis focuses on leptoquarks decaying exclusively into top quarks and tau leptons,…

High Energy Physics - Phenomenology · Physics 2025-01-14 Debabrata Sahoo , Rameswar Sahu , Kirtiman Ghosh

The search for new physics at high energy accelerators has been at the crossroads with very little hint of signals suggesting otherwise. The challenges at a hadronic machine such as the LHC is compounded by the fact that final states are…

High Energy Physics - Phenomenology · Physics 2024-06-12 Aruna Kumar Nayak , Santosh Kumar Rai , Tousik Samui

We study the possibility of identifying a boosted resonance that decays into a charm pair against different sources of background using QCD event shapes, which are promoted to jet shapes. Using a set of jet shapes as input to a boosted…

High Energy Physics - Phenomenology · Physics 2018-01-17 Alexander Lenz , Michael Spannowsky , Gilberto Tetlalmatzi-Xolocotzi

Jet substructure is playing a central role at the Large Hadron Collider (LHC) probing the Standard Model in extreme regions of phase space and providing innovative ways to search for new physics. Analytic calculations of experimentally…

High Energy Physics - Phenomenology · Physics 2017-08-24 Andrew J. Larkoski , Ian Moult , Duff Neill

We study the top quark pair events production in $pp$ collisions in the $\ell$+jets channel at the LHC energy of $\sqrt{s} = 14$ TeV for Standard Model as well as new physics processes. We explore the usage of semi-boosted topologies where…

High Energy Physics - Phenomenology · Physics 2022-08-02 J. Pácalt , J. Kvita

The large ttbar production cross-section at the LHC suggests the use of top quark decays to calibrate several critical parts of the detectors, such as the trigger system, the jet energy scale and b-tagging.

High Energy Physics - Experiment · Physics 2010-11-11 B. S. Acharya , F. Cavallari , G. Corcella , R. Di Sipio , G. Petrucciani

In this paper we study the discovery potential of the LHC run II for heavy vector-like top quarks in the decay channel to a top and a $Z$ boson. Despite the usually smaller branching ratio compared to charged-current decays, this channel is…

High Energy Physics - Phenomenology · Physics 2015-01-28 J. Reuter , M. Tonini

We study the boosted Higgs tagging using the Lund jet plane. The convolutional neural network is used for the Lund images data set to classify hadronically decaying Higgs from the QCD background. We consider $H\to b \bar{b}$ and $H \to gg$…

High Energy Physics - Phenomenology · Physics 2022-01-19 Charanjit K. Khosa

Machine-learning (ML) techniques are explored to identify and classify hadronic decays of highly Lorentz-boosted W/Z/Higgs bosons and top quarks. Techniques without ML have also been evaluated and are included for comparison. The…

High Energy Physics - Experiment · Physics 2020-06-09 CMS Collaboration

A search is conducted for standard model Higgs bosons with large transverse momentum ($p_\mathrm{T}$) decaying to bottom quark pairs and produced in association with a hadronically decaying W or Z boson at the LHC. The result is based on a…

High Energy Physics - Experiment · Physics 2026-01-12 CMS Collaboration

The performance of top taggers, for example in resonance searches, can be significantly enhanced through an increased set of variables, with a special focus on final-state radiation. We study the production and the decay of a heavy gauge…

High Energy Physics - Phenomenology · Physics 2015-03-23 Gregor Kasieczka , Tilman Plehn , Torben Schell , Thomas Strebler , Gavin P. Salam

We investigate the discovery potential of singly produced top-philic resonances at the high luminosity (HL) LHC in the four-top final state. Our analysis spans over the fully-hadronic, semi-leptonic, and same-sign dilepton channels where we…

High Energy Physics - Phenomenology · Physics 2016-11-03 Jeong Han Kim , Kyoungchul Kong , Seung J. Lee , Gopolang Mohlabeng
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