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The performance of taggers for hadronically decaying top quarks and $W$ bosons in $pp$ collisions at $\sqrt{s}$ = 13 TeV recorded by the ATLAS experiment at the Large Hadron Collider is presented.
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Jesse Thaler and Ken Van · 2011
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Jesse Thaler and Ken Van · 2012
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“New approach to identifying boosted hadronically-decaying particle using jet substructure in its center-of-mass frame”
Chunhui Chen · 2012
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ATLAS Collaboration · 2012
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“Parton distributions with QED corrections”
Richard. Ball et al · 2013
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“Muon reconstruction performance of the ATLAS detector in proton–proton collision data at s = 13 TeV \sqrt{s}=13\;\mbox{TeV} ”
ATLAS Collaboration · 2016
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ATLAS Collaboration · 2016
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ATLAS Collaboration · 2016
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ATLAS Collaboration · 2016
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“Performance of b b -jet identification in the ATLAS experiment”
ATLAS Collaboration · 2016
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“Total Top-Quark Pair-Production Cross Section at Hadron Colliders Through O ( α s 4 ) O(\alpha_{s}^{4}) ”
Michał Czakon, Paul Fiedler and Alexander Mitov · 2013
Cited alongside, same era.
“Energy correlation functions for jet substructure”
Andrew. Larkoski, Gavin. Salam and Jesse Thaler · 2013
Cited alongside, same era.
“Finding top quarks with shower deconstruction”
Davison. Soper and Michael Spannowsky · 2013
Cited alongside, same era.
“The Matrix Element Method: Past, Present, and Future”
James. Gainer et al · 2013
Cited alongside, same era.
“Identification techniques for highly boosted W W bosons that decay into hadrons”
CMS Collaboration · 2014
Cited alongside, same era.
“Boosted Top Jet Tagging at CMS”, 2014
CMS Collaboration · 2014
Cited alongside, same era.
“Photon identification in 2015 ATLAS data”, ATL-PHYS-PUB-2016-014, 2016
ATLAS Collaboration · 2016
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“Electron and photon energy calibration with the ATLAS detector using data collected in 2015 at s = 13 TeV \sqrt{s}=13\;\mbox{TeV} ”, ATL-PHYS-PUB-2016-015, 2016
ATLAS Collaboration · 2016
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“Measurement of the photon identification efficiencies with the ATLAS detector using LHC Run-1 data”
ATLAS Collaboration · 2016
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“Luminosity determination in p p pp collisions at s = 8 TeV \sqrt{s}=8\;\mbox{TeV} using the ATLAS detector at the LHC”
ATLAS Collaboration · 2016
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“Theano: A Python framework for fast computation of mathematical expressions”, 2016
Theano Development Team · 2016
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“Deep Learning” http://www.deeplearningbook.org
Ian Goodfellow, Yoshua Bengio and Aaron Courville · 2016
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“ATLAS Computing Acknowledgements”, ATL-GEN-PUB-2016-002
ATLAS Collaboration · 2016
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“Search for diboson resonances with boson-tagged jets in p p pp collisions at s = 13 TeV \sqrt{s}=13\;\mbox{TeV} with the ATLAS detector”
ATLAS Collaboration · 2017
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“Performance of the ATLAS trigger system in 2015”
ATLAS Collaboration · 2017
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“Reconstruction of primary vertices at the ATLAS experiment in Run 1 proton–proton collisions at the LHC”
ATLAS Collaboration · 2017
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“Topological cell clustering in the ATLAS calorimeters and its performance in LHC Run 1”
ATLAS Collaboration · 2017
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“Jet energy scale measurements and their systematic uncertainties in proton–proton collisions at s = 13 TeV \sqrt{s}=13\;\mbox{TeV} with the ATLAS detector”
ATLAS Collaboration · 2017
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“Jet Constituents for Deep Neural Network Based Top Quark Tagging”, 2017
Jannicke Pearkes, Wojciech Fedorko, Alison Lister and Colin Gay · 2017
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“Deep-learning top taggers or the end of QCD?”
Gregor Kasieczka, Tilman Plehn, Michael Russell and Torben Schell · 2017
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“Identification of Hadronically-Decaying W W Bosons and Top Quarks Using High-Level Features as Input to Boosted Decision Trees and Deep Neural Networks in ATLAS at s = 13 TeV \sqrt{s}=13\;\mbox{TeV} ”, ATL-PHYS-PUB-2017-004, 2017
ATLAS Collaboration · 2017
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Shannon Egan et al · 2017
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“Electron efficiency measurements with the ATLAS detector using 2012 LHC proton–proton collision data”
ATLAS Collaboration · 2017
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“Systematics of quark/gluon tagging”
Philippe Gras et al · 2017
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“ATLAS simulation of boson plus jets processes in Run 2”, ATL-PHYS-PUB-2017-006, 2017
ATLAS Collaboration · 2017
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“lwtnn/lwtnn: Release for Athena v21”, 2017
Daniel Guest et al · 2017
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“Search for heavy particles decaying into top-quark pairs using lepton-plus-jets events in proton–proton collisions at s = 13 \sqrt{s}=13 TeV
M. Aaboud · 2018
Closest in time.
“Measurement of the Soft-Drop Jet Mass in p p pp Collisions at s = 13 TeV \sqrt{s}=13\,\text{TeV} with the ATLAS detector”
ATLAS Collaboration · 2018
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“Production and integration of the ATLAS Insertable B-Layer”
B. Abbott · 2018
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“Deep-learned Top Tagging with a Lorentz Layer”
Anja Butter, Gregor Kasieczka, Tilman Plehn and Michael Russell · 2018
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“Pulling Out All the Tops with Computer Vision and Deep Learning”
Sebastian Macaluso and David Shih · 2018
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“Reports of My Demise Are Greatly Exaggerated: N N -subjettiness Taggers Take On Jet Images”, 2018
Liam Moore, Karl Nordstrom, Sreedevi Varma and Malcolm Fairbairn · 2018
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“Performance of missing transverse momentum reconstruction with the ATLAS detector using proton–proton collisions at s = 13 TeV \sqrt{s}=13\,\text{TeV} ”
ATLAS Collaboration · 2018
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“QCD-Aware Recursive Neural Networks for Jet Physics”
Gilles Louppe, Kyunghyun Cho, Cyril Becot and Kyle Cranmer · 2019
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“In situ calibration of large-radius jet energy and mass in 13 TeV 13\,\text{TeV} proton–proton collisions with the ATLAS detector”
ATLAS Collaboration · 2019
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