A ternary approach to the four top quark discovery at LHC
A ternary approach to the four top quark discovery at LHC
Weave: Österreich - Belgien - Deutschland - Luxemburg - Polen - Schweiz - Slowenien - Tschechien
Disciplines
Physics, Astronomy (100%)
Keywords
-
LHC,
CMS,
Top Quark,
Four Top,
Effective field theory,
Machine Learning
Since the start of the Large Hadron Collider (LHC) at 13 TeV, the CMS experiment recorded a proton- proton collisions data set amounting to 150/fb. The heaviest known elementary particle of the standard model, the top quark, has been observed again, and first measurements of its properties enter the precision regime. With the next run of the LHC the data set will at least double, allowing for the discovery of an extremely rare process, the production of four top quarks. For this extraordinary opportunity, three teams join forces to tackle the formidable challenges. Two experimental teams focus on extracting every last bit of information from the events using novel machine learning tools. The goal is to optimally reduce fiendishly difficult backgrounds that can mimic the signal events. Building on year-long expertise, the HEPHY team (ÖAW) targets the events with up to one lepton, while the UGent (BE) team focuses on events with two or more leptons. But events with four top quarks have further peculiar properties. They depend sensitively on many hypothetical deviations from the standard model of particle physics. Exploiting this dependence is the goal of the third team at UNIGE (CH). Small deviations in the decay products` kinematic properties are used to confront the big questions of particle physics. Is the standard model valid after all, or do we have to replace it with something new? Beyond this, a discovery of the four-top process with more than 5 sigma, the conventional gold standard in particle physics, will be a landmark achievement for the CMS experiment and the LHC.
Research Output
- 31 Citations
- 10 Publications
- 1 Software
- 1 Disseminations
- 1 Scientific Awards
- 1 Fundings
-
2025
Title Review of top quark mass measurements in CMS DOI 10.1016/j.physrep.2024.12.002 Type Journal Article Author Collaboration C Journal Physics Reports Pages 116-218 Link Publication -
2025
Title Using the W Boson as a Standard Candle to Reach the Top: Calibrating Energy-Correlator-Based Top Mass Measurements DOI 10.1103/j4sp-fcmd Type Journal Article Author Holguin J Journal Physical Review Letters Pages 231903 Link Publication -
2025
Title Top quark mass extractions from energy correlators: a feasibility study DOI 10.1007/jhep04(2025)072 Type Journal Article Author Holguin J Journal Journal of High Energy Physics Pages 72 Link Publication -
2025
Title Unbinned inclusive cross-section measurements with machine-learned systematic uncertainties DOI 10.1103/zwzt-1rrw Type Journal Article Author Benato L Journal Physical Review D Pages 052006 Link Publication -
2025
Title Probing the flavour structure of dimension-6 EFT operators in multilepton final states Type Journal Article Author Cms Collaboration Journal CERN CDS Link Publication -
2022
Title Tree boosting for learning EFT parameters DOI 10.1016/j.cpc.2022.108385 Type Journal Article Author Chatterjee S Journal Computer Physics Communications Pages 108385 Link Publication -
2024
Title Systematic Analysis of a Top Quark Mass Measurement using Energy Correlators DOI 10.34726/hss.2024.124666 Type Other Author Kettner M Link Publication -
2024
Title Rotation-equivariant graph neural network for learning hadronic SMEFT effects DOI 10.1103/physrevd.109.076012 Type Journal Article Author Chatterjee S Journal Physical Review D Pages 076012 Link Publication -
2024
Title A rotation-equivariant graph neural network for learning hadronic SMEFT effects DOI 10.48550/arxiv.2401.10323 Type Preprint Author Chatterjee S -
2023
Title Measurement of the differential tt production cross section as a function of the jet mass and extraction of the top quark mass in hadronic decays of boosted top quarks. DOI 10.1140/epjc/s10052-023-11587-8 Type Journal Article Author Adam W Journal The European physical journal. C, Particles and fields Pages 560
-
2025
Title Winner of the FAIR Universe - HiggsML Uncertainty Challenge (USD2000) Type Research prize Level of Recognition Continental/International
-
2025
Title Hochpräzise Top Quark Masse mit Energiekorrelatoren Type Research grant (including intramural programme) DOI 10.55776/pat2312224 Start of Funding 2025