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Artificial Proto-Modelling: Building Precursors of a Next Standard Model from Simplified Model Results

<!--HTML-->We present a novel algorithm to identify potential dispersed signals of new physics in the slew of published LHC results. It employs a random walk algorithm to introduce sets of new particles, dubbed "protomodels", which are tested against simplified-model results from ATL...

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Autor principal: Waltenberger, Wolfgang
Lenguaje:eng
Publicado: 2021
Materias:
Acceso en línea:http://cds.cern.ch/record/2752548
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author Waltenberger, Wolfgang
author_facet Waltenberger, Wolfgang
author_sort Waltenberger, Wolfgang
collection CERN
description <!--HTML-->We present a novel algorithm to identify potential dispersed signals of new physics in the slew of published LHC results. It employs a random walk algorithm to introduce sets of new particles, dubbed "protomodels", which are tested against simplified-model results from ATLAS and CMS (exploiting the SModelS software framework). A combinatorial algorithm identifies the set of analyses and/or signal regions that maximally violates the SM hypothesis, while remaining compatible with the entirety of LHC constraints in our database. Demonstrating our method by running over the experimental results in the SModelS database, we find as currently best-performing protomodel a top partner, a light-flavor quark partner, and a lightest neutral new particle with masses of the order of 1.2 TeV, 700 GeV and 160 GeV, respectively. The corresponding global $p$-value for the SM hypothesis is $p_\mathrm{global} \approx 0.19$; by construction no look-elsewhere effect applies.
id cern-2752548
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2021
record_format invenio
spelling cern-27525482022-11-02T22:36:00Zhttp://cds.cern.ch/record/2752548engWaltenberger, WolfgangArtificial Proto-Modelling: Building Precursors of a Next Standard Model from Simplified Model Results(Re)interpreting the results of new physics searches at the LHCLPCC Workshops<!--HTML-->We present a novel algorithm to identify potential dispersed signals of new physics in the slew of published LHC results. It employs a random walk algorithm to introduce sets of new particles, dubbed "protomodels", which are tested against simplified-model results from ATLAS and CMS (exploiting the SModelS software framework). A combinatorial algorithm identifies the set of analyses and/or signal regions that maximally violates the SM hypothesis, while remaining compatible with the entirety of LHC constraints in our database. Demonstrating our method by running over the experimental results in the SModelS database, we find as currently best-performing protomodel a top partner, a light-flavor quark partner, and a lightest neutral new particle with masses of the order of 1.2 TeV, 700 GeV and 160 GeV, respectively. The corresponding global $p$-value for the SM hypothesis is $p_\mathrm{global} \approx 0.19$; by construction no look-elsewhere effect applies.oai:cds.cern.ch:27525482021
spellingShingle LPCC Workshops
Waltenberger, Wolfgang
Artificial Proto-Modelling: Building Precursors of a Next Standard Model from Simplified Model Results
title Artificial Proto-Modelling: Building Precursors of a Next Standard Model from Simplified Model Results
title_full Artificial Proto-Modelling: Building Precursors of a Next Standard Model from Simplified Model Results
title_fullStr Artificial Proto-Modelling: Building Precursors of a Next Standard Model from Simplified Model Results
title_full_unstemmed Artificial Proto-Modelling: Building Precursors of a Next Standard Model from Simplified Model Results
title_short Artificial Proto-Modelling: Building Precursors of a Next Standard Model from Simplified Model Results
title_sort artificial proto-modelling: building precursors of a next standard model from simplified model results
topic LPCC Workshops
url http://cds.cern.ch/record/2752548
work_keys_str_mv AT waltenbergerwolfgang artificialprotomodellingbuildingprecursorsofanextstandardmodelfromsimplifiedmodelresults
AT waltenbergerwolfgang reinterpretingtheresultsofnewphysicssearchesatthelhc