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We demonstrate the power of machine-learned likelihood ratios for resonance searches in a benchmark model featuring a heavy Z' boson.
Experimental observation of a heavy particle j j
J. J. Aubert, U. Becker, P. J. Biggs, J. Burger, M. Chen, G. Everhart, P. Goldhagen, J. Leong, T. McCorriston, T. G. Rhoades, M. Rohde, Samuel C. C. Ting, Sau Lan Wu, and Y. Y. Lee · 1974
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Discovery of a narrow resonance in e + e − {e}^{+}{e}^{-} annihilation
J. E. Augustin, A. M. Boyarski, M. Breidenbach, F. Bulos, J. T. Dakin, G. J. Feldman, G. E. Fischer, D. Fryberger, G. Hanson, B. Jean-Marie, R. R. Larsen, V. Lüth, H. L. Lynch, D. Lyon, C. C. Morehouse, J. M. Paterson, M. L. Perl, B. Richter, P. Rapidis, R. F. Schwitters, W. M. Tanenbaum, F. Vannucci, G. S. Abrams, D. Briggs, W. Chinowsky, C. E. Friedberg, G. Goldhaber, R. J. Hollebeek, J. A. Kadyk, B. Lulu, F. Pierre, G. H. Trilling, J. S. Whitaker, J. Wiss, and J. E. Zipse · 1974
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S. W. Herb et al · 1977
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Experimental Observation of Lepton Pairs of Invariant Mass Around 95-GeV/c 2 at the CERN SPS Collider
G. Arnison et al · 1983
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P. Bagnaia et al · 1983
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K. Kondo · 1988
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Dynamical likelihood method for reconstruction of events with missing momentum. 2: Mass spectra for 2 → \rightarrow 2 processes
K. Kondo · 1991
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A precision measurement of the mass of the top quark
V. M. Abazov et al · 2004
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A brief introduction to pythia 8.1
Torbjörn Sjöstrand, Stephen Mrenna, and Peter Skands · 2008
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The anti-ktjet clustering algorithm
Matteo Cacciari, Gavin P Salam, and Gregory Soyez · 2008
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Search for new particles decaying into dijets in proton-antiproton collisions at s = 1.96 TeV \sqrt{s}=1.96\text{ }\text{ }\mathrm{TeV}
T. Aaltonen et al · 2009
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Measurement of dijet angular distributions at s = 1.96 TeV \sqrt{s}=1.96\text{ }\text{ }\mathrm{TeV} and searches for quark compositeness and extra spatial dimensions
V. M. Abazov et al · 2009
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Evidence for a new resonance and search for the y ( 4140 ) y(4140) in the γ γ → ϕ j / ψ \gamma\gamma\rightarrow\phi j/\psi process
C. P. Shen et al · 2010
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Transverse-momentum and pseudorapidity distributions of charged hadrons in p p pp collisions at s = 7 TeV \sqrt{s}=7\text{ }\text{ }\mathrm{TeV}
V. Khachatryan et al · 2010
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Observation of a new particle in the search for the standard model higgs boson with the atlas detector at the lhc
G. Aad et al · 2012
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Observation of a new boson at a mass of 125 gev with the cms experiment at the lhc
S. Chatrchyan et al · 2012
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Searching for exotic particles in high-energy physics with deep learning
P. Baldi, P. Sadowski, and D. Whiteson · 2014
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Exotic decays of the 125 gev higgs boson
David Curtin, Rouven Essig, Stefania Gori, Prerit Jaiswal, Andrey Katz, Tao Liu, Zhen Liu, David McKeen, Jessie Shelton, Matthew Strassler, and et al · 2014
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Anomaly detection for resonant new physics with machine learning
Jack Collins, Kiel Howe, and Benjamin Nachman · 2018
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A guide to constraining effective field theories with machine learning
Johann Brehmer, Kyle Cranmer, Gilles Louppe, and Juan Pavez · 2018
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Constraining effective field theories with machine learning
Johann Brehmer, Kyle Cranmer, Gilles Louppe, and Juan Pavez · 2018
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Likelihood-free inference with an improved cross-entropy estimator
Markus Stoye, Johann Brehmer, Gilles Louppe, Juan Pavez, and Kyle Cranmer · 2018
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Search for dark matter in events with a hadronically decaying vector boson and missing transverse momentum in p p pp collisions at s = 13 \sqrt{s}=13 TeV with the ATLAS detector
The ATLAS collaboration · 2018
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The automated computation of tree-level and next-to-leading order differential cross sections, and their matching to parton shower simulations
J. Alwall, R. Frederix, S. Frixione, V. Hirschi, F. Maltoni, O. Mattelaer, H. S. Shao, T. Stelzer, P. Torrielli, and M. Zaro · 2014
Cited alongside, same era.
Delphes 3: a modular framework for fast simulation of a generic collider experiment
The DELPHES 3 collaboration, J. de Favereau, C. Delaere, P. Demin, A. Giammanco, V. Lemaître, A. Mertens, and M. Selvaggi · 2014
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Technical Report ATL-PHYS-PUB-2015-047, CERN, Geneva, Nov 2015
A morphing technique for signal modelling in a multidimensional space of coupling parameters · 2015
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Illuminating dark photons with high-energy colliders
David Curtin, Rouven Essig, Stefania Gori, and Jessie Shelton · 2015
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On the maximal use of Monte Carlo samples: re-weighting events at NLO accuracy
Olivier Mattelaer · 2016
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Parameterized neural networks for high-energy physics
Pierre Baldi, Kyle Cranmer, Taylor Faucett, Peter Sadowski, and Daniel Whiteson · 2016
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Modeling Smooth Backgrounds and Generic Localized Signals with Gaussian Processes
Meghan Frate, Kyle Cranmer, Saarik Kalia, Alexander Vandenberg-Rodes, and Daniel Whiteson · 2017
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Search for dark matter and other new phenomena in events with an energetic jet and large missing transverse momentum using the ATLAS detector
Morad Aaboud et al · 2018
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Searches for pair production of charginos and top squarks in final states with two oppositely charged leptons in proton-proton collisions at s = \sqrt{s}= 13 TeV
Albert M. Sirunyan et al · 2018
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Extending the search for new resonances with machine learning
Jack H. Collins, Kiel Howe, and Benjamin Nachman · 2019
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Neural networks for full phase-space reweighting and parameter tuning, 2019
Anders Andreassen and Benjamin Nachman · 2019
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Omnifold: A method to simultaneously unfold all observables, 2019
Anders Andreassen, Patrick T. Komiske, Eric M. Metodiev, Benjamin Nachman, and Jesse Thaler · 2019
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MadMiner: Machine learning-based inference for particle physics
Johann Brehmer, Felix Kling, Irina Espejo, and Kyle Cranmer · 2019
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Search for low-mass resonances decaying into bottom quark-antiquark pairs in proton-proton collisions at s = \sqrt{s}= 13 TeV
Albert M Sirunyan et al · 2019
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