Anomaly detection search for new resonances decaying into a Higgs boson and a generic new particle X in hadronic final states using s=13 TeV pp collisions with the ATLAS detector

G. Aad (CPPM, Aix-Marseille Université, CNRS/IN2P3, Marseille, France) ; B. Abbott (Homer L. Dodge Department of Physics and Astronomy, University of Oklahoma, Norman Oklahoma, USA) ; D. C. Abbott (Department of Physics, University of Massachusetts, Amherst Massachusetts, USA) ; K. Abeling (II. Physikalisches Institut, Georg-August-Universität Göttingen, Göttingen, Germany) ; S. H. Abidi (Physics Department, Brookhaven National Laboratory, Upton New York, USA) ; et al. - Show all 2937 authors

A search is presented for a heavy resonance Y decaying into a Standard Model Higgs boson H and a new particle X in a fully hadronic final state. The full Large Hadron Collider run 2 dataset of proton-proton collisions at s=13 TeV collected by the ATLAS detector from 2015 to 2018 is used and corresponds to an integrated luminosity of 139 fb1. The search targets the high Y-mass region, where the H and X have a significant Lorentz boost in the laboratory frame. A novel application of anomaly detection is used to define a general signal region, where events are selected solely because of their incompatibility with a learned background-only model. It is constructed using a jet-level tagger for signal-model-independent selection of the boosted X particle, representing the first application of fully unsupervised machine learning to an ATLAS analysis. Two additional signal regions are implemented to target a benchmark X decay into two quarks, covering topologies where the X is reconstructed as either a single large-radius jet or two small-radius jets. The analysis selects Higgs boson decays into bb¯, and a dedicated neural-network-based tagger provides sensitivity to the boosted heavy-flavor topology. No significant excess of data over the expected background is observed, and the results are presented as upper limits on the production cross section σ(ppYXHqq¯bb¯) for signals with mY between 1.5 and 6 TeV and mX between 65 and 3000 GeV.

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  "titles": [
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      "source": "APS", 
      "title": "Anomaly detection search for new resonances decaying into a Higgs boson and a generic new particle <math><mi>X</mi></math> in hadronic final states using <math><msqrt><mi>s</mi></msqrt><mo>=</mo><mn>13</mn><mtext> </mtext><mtext> </mtext><mi>TeV</mi></math> <math><mi>p</mi><mi>p</mi></math> collisions with the ATLAS detector"
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  "dois": [
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  "publication_info": [
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      "journal_volume": "108", 
      "journal_title": "Physical Review D", 
      "material": "article", 
      "journal_issue": "5", 
      "year": 2023
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    "source": "APS", 
    "method": "APS", 
    "submission_number": "aacd8bdc568311ee9688729695cabdc8"
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  "page_nr": [
    33
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      "url": "https://creativecommons.org/licenses/by/4.0/", 
      "license": "CC-BY-4.0"
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  "copyright": [
    {
      "holder": "CERN", 
      "statement": "\u00a9 2023 CERN, for the ATLAS Collaboration", 
      "year": "2023"
    }
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  "control_number": "80332", 
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  "abstracts": [
    {
      "source": "APS", 
      "value": "A search is presented for a heavy resonance <math><mi>Y</mi></math> decaying into a Standard Model Higgs boson <math><mi>H</mi></math> and a new particle <math><mi>X</mi></math> in a fully hadronic final state. The full Large Hadron Collider run 2 dataset of proton-proton collisions at <math><msqrt><mi>s</mi></msqrt><mo>=</mo><mn>13</mn><mtext> </mtext><mtext> </mtext><mi>TeV</mi></math> collected by the ATLAS detector from 2015 to 2018 is used and corresponds to an integrated luminosity of <math><mn>139</mn><mtext> </mtext><mtext> </mtext><msup><mi>fb</mi><mrow><mo>\u2212</mo><mn>1</mn></mrow></msup></math>. The search targets the high <math><mi>Y</mi></math>-mass region, where the <math><mi>H</mi></math> and <math><mi>X</mi></math> have a significant Lorentz boost in the laboratory frame. A novel application of anomaly detection is used to define a general signal region, where events are selected solely because of their incompatibility with a learned background-only model. It is constructed using a jet-level tagger for signal-model-independent selection of the boosted <math><mi>X</mi></math> particle, representing the first application of fully unsupervised machine learning to an ATLAS analysis. Two additional signal regions are implemented to target a benchmark <math><mi>X</mi></math> decay into two quarks, covering topologies where the <math><mi>X</mi></math> is reconstructed as either a single large-radius jet or two small-radius jets. The analysis selects Higgs boson decays into <math><mi>b</mi><mover><mi>b</mi><mo>\u00af</mo></mover></math>, and a dedicated neural-network-based tagger provides sensitivity to the boosted heavy-flavor topology. No significant excess of data over the expected background is observed, and the results are presented as upper limits on the production cross section <math><mi>\u03c3</mi><mo>(</mo><mi>p</mi><mi>p</mi><mo>\u2192</mo><mi>Y</mi><mo>\u2192</mo><mi>X</mi><mi>H</mi><mo>\u2192</mo><mi>q</mi><mover><mi>q</mi><mo>\u00af</mo></mover><mi>b</mi><mover><mi>b</mi><mo>\u00af</mo></mover></math>) for signals with <math><msub><mi>m</mi><mi>Y</mi></msub></math> between 1.5 and 6 TeV and <math><msub><mi>m</mi><mi>X</mi></msub></math> between 65 and 3000 GeV."
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}
Published on:
18 September 2023
Publisher:
APS
Published in:
Physical Review D , Volume 108 (2023)
Issue 5
DOI:
https://doi.org/10.1103/PhysRevD.108.052009
arXiv:
2306.03637
Copyrights:
© 2023 CERN, for the ATLAS Collaboration
Licence:
CC-BY-4.0

Fulltext files: