The BSM-AI project: SUSY-AI–generalizing LHC limits on supersymmetry with machine learning
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Sascha Caron | Bob Stienen | Krzysztof Rolbiecki | S. Caron | Jong Soo Kim | B. Stienen | K. Rolbiecki | R. R. de Austri | Roberto Ruiz de Austri
[1] T. Kuhr,et al. Averages of b-hadron, c-hadron, and $$\tau $$-lepton properties as of 2018 , 2019, The European Physical Journal C.
[2] Christopher. Simons,et al. Machine learning with Python , 2017 .
[3] A. Barr,et al. Complementarity of recent 13 TeV supersymmetry searches and dark matter interplay in the pMSSM , 2016 .
[4] A. Barr,et al. Analysing parameter space correlations of recent 13 TeV gluino and squark searches in the pMSSM , 2016, 1608.05379.
[5] S. M. Etesami,et al. Search for Resonant Production of High-Mass Photon Pairs in Proton-Proton Collisions at sqrt[s]=8 and 13 TeV. , 2016, Physical review letters.
[6] A. S. Mete,et al. Search for resonances in diphoton events at s=13$$ \sqrt{s}=13 $$ TeV with the ATLAS detector , 2016, 1606.03833.
[7] S. M. Etesami,et al. Phenomenological MSSM interpretation of CMS searches in pp collisions at s=7$$ \sqrt{s}=7 $$ and 8 TeV , 2016, 1606.03577.
[8] A. Barr,et al. First interpretation of 13 TeV supersymmetry searches in the pMSSM , 2016, 1605.09502.
[9] Scoap,et al. Search for supersymmetry at s=13 TeV in final states with jets and two same-sign leptons or three leptons with the ATLAS detector , 2016 .
[10] A. Djouadi,et al. Enhanced Rates for Diphoton Resonances in the MSSM , 2016, 1605.01040.
[11] J. Caudron,et al. Search for supersymmetry at $$\sqrt{s}=13$$s=13 TeV in final states with jets and two same-sign leptons or three leptons with the ATLAS detector , 2016 .
[12] Abulaiti Yiming,et al. Search for top squark pair production in final states with one isolated lepton, jets, and missing transverse momentum in s=8 TeV pp collisions with the ATLAS detector , 2016 .
[13] T. Javůrek. Search for squarks and gluinos with the ATLAS detector in final states with jets and missing transverse momentum and 20.3 fb−1 of s=8 TeV proton–proton collision data , 2016 .
[14] A. Djouadi,et al. Threshold enhancement of diphoton resonances , 2016, 1603.04464.
[15] K. Sakurai,et al. Interpreting 750 GeV diphoton excess in plain NMSSM , 2016, 1603.02203.
[16] Bruce Yabsley,et al. Search for the electroweak production of supersymmetric particles in √ s = 8 TeV pp collisions with the ATLAS detector , 2016 .
[17] S. Heinemeyer,et al. The NMSSM lives: with the 750 GeV diphoton excess , 2016, 1602.07691.
[18] Scoap,et al. Search for direct top-squark pair production in final states with two leptons in pp collisions at root s=8 TeV with the ATLAS detector , 2014, 1403.4853.
[19] C. Hugonie,et al. A 750 GeV diphoton signal from a very light pseudoscalar in the NMSSM , 2016, 1602.03344.
[20] M. Drees,et al. Minimal natural supersymmetry after the LHC8 , 2015, 1511.04461.
[21] M. Drees,et al. Natural Supersymmetry after the LHC8 , 2015 .
[22] J. T. Childers,et al. ATLAS Run 1 searches for direct pair production of third-generation squarks at the Large Hadron Collider , 2015, The European Physical Journal. C, Particles and Fields.
[23] P. Catastini,et al. Summary of the searches for squarks and gluinos using s=8$$ \sqrt{s}=8 $$ TeV pp collisions with the ATLAS experiment at the LHC , 2015 .
[24] M. P. Casado,et al. Summary of the ATLAS experiment’s sensitivity to supersymmetry after LHC Run 1 — interpreted in the phenomenological MSSM , 2015, 1508.06608.
[25] Y. Sasaki. Search for supersymmetry in the final state with multiple jets, missing transverse momentum and one isolated lepton, using 20.3 fb$^{-1}$ of data recorded by the ATLAS detector at $\sqrt{s}$ = 8 TeV , 2015 .
[26] Andreas Holzinger,et al. Data Mining with Decision Trees: Theory and Applications , 2015, Online Inf. Rev..
[27] Scoap. Search for direct pair production of a chargino and a neutralino decaying to the 125 GeV Higgs boson in s=8 TeV pp collisions with the ATLAS detector , 2015 .
[28] P. Catastini,et al. Search for direct pair production of a chargino and a neutralino decaying to the 125 GeV Higgs boson in $$\sqrt{\varvec{s}} = 8$$s=8 TeV $$\varvec{pp}$$pp collisions with the ATLAS detector , 2015 .
[29] J. Marrouche,et al. The pMSSM10 after LHC run 1 , 2015, The European physical journal. C, Particles and fields.
[30] J. T. Childers,et al. Combined Measurement of the Higgs Boson Mass in $pp$ Collisions at $\sqrt{s}=7$ and 8 TeV with the ATLAS and CMS Experiments , 2015, 1503.07589.
[31] Jong Soo Kim,et al. A framework to create customised LHC analyses within CheckMATE , 2015, Comput. Phys. Commun..
[32] A. Jafari,et al. Search for supersymmetry using razor variables in events with b-tagged jets in pp collisions at sqrt(s) = 8 TeV , 2015 .
[33] C. A. Oxborrow,et al. Planck2015 results , 2015, Astronomy & Astrophysics.
[34] P. Catastini,et al. Search for new phenomena in final states with an energetic jet and large missing transverse momentum in pp collisions at root s=8 TeV with the ATLAS detector , 2015, 1502.01518.
[35] Atlas Collaboration,et al. Search for squarks and gluinos in events with isolated leptons, jets and missing transverse momentum at $\sqrt{s}=8$ TeV with the ATLAS detector , 2015, 1501.03555.
[36] P. Catastini,et al. Search for squarks and gluinos in events with isolated leptons, jets and missing transverse momentum at s=8$$ \sqrt{s}=8 $$ TeV with the ATLAS detector , 2015 .
[37] J. T. Childers,et al. Searches for heavy long-lived charged particles with the ATLAS detector in proton-proton collisions at s=8$$ \sqrt{s}=8 $$ TeV , 2014, 1411.6795.
[38] S. M. Etesami,et al. Observation of the rare Bs0 →µ+µ− decay from the combined analysis of CMS and LHCb data , 2014, Nature.
[39] J. T. Childers,et al. Search for the direct production of charginos, neutralinos and staus in final states with at least two hadronically decaying taus and missing transverse momentum in $pp$ collisions at $\sqrt{s}$ = 8 TeV with the ATLAS detector , 2014, 1407.0350.
[40] Peter Skands,et al. An introduction to PYTHIA 8.2 , 2014, Comput. Phys. Commun..
[41] Scoap. Search for squarks and gluinos with the ATLAS detector in final states with jets and missing transverse momentum using s = 8 $$ \sqrt{s}=8 $$ TeV proton-proton collision data , 2014 .
[42] Bruce Yabsley,et al. Search for pair-produced third-generation squarks decaying via charm quarks or in compressed supersymmetric scenarios in pp collisions at √s = 8 TeV with the ATLAS detector , 2014 .
[43] J. T. Childers,et al. Search for neutral Higgs bosons of the minimal supersymmetric standard model in pp collisions at s=8$$ \sqrt{s}=8 $$ TeV with the ATLAS detector , 2014 .
[44] M. Marjanović,et al. Search for squarks and gluinos with the ATLAS detector in final states with jets and missing transverse momentum using 20.3 $fb^{-1}$ of $\sqrt{s}$ = 8 TeV proton-proton collision data , 2014, 1408.5857.
[45] J. Hewett,et al. Lessons and prospects from the pMSSM after LHC Run I , 2014, 1407.4130.
[46] P. Catastini,et al. Search for strong production of supersymmetric particles in final states with missing transverse momentum and at least three b-jets at $\sqrt{s} =$ 8 TeV proton-proton collisions with the ATLAS detector , 2014, 1407.0600.
[47] P. Catastini,et al. Search for top squark pair production in final states with one isolated lepton, jets, and missing transverse momentum in s$$ \sqrt{s} $$ = 8 TeV pp collisions with the ATLAS detector , 2014 .
[48] J. T. Childers,et al. Search for supersymmetry in events with large missing transverse momentum, jets, and at least one tau lepton in 20 fb−1 of s$$ \sqrt{s} $$ = 8 TeV proton-proton collision data with the ATLAS detector , 2014, 1407.0603.
[49] P. Catastini,et al. Proceeding for LHCP2014 Poster: Search for direct pair production of the top squark in all-hadronic final states in proton-proton collisions at $\sqrt{s}=8$ TeV with the ATLAS detector , 2014, 1408.6975.
[50] Scoap. Search for direct top squark pair production in events with a Z boson, b -jets and missing transverse momentum in s=8 TeV pp collisions with the ATLAS detector , 2014 .
[51] J. T. Childers,et al. Search for supersymmetry in events with four or more leptons in √s = 8 TeV pp collisions with the ATLAS detector , 2014 .
[52] R. Trotta,et al. Profile likelihood maps of a 15-dimensional MSSM , 2014, Journal of High Energy Physics.
[53] R. Frederix,et al. The automated computation of tree-level and next-to-leading order differential cross sections, and their matching to parton shower simulations , 2014, 1405.0301.
[54] S. Heinemeyer,et al. High-precision predictions for the light CP-even Higgs boson mass of the minimal supersymmetric standard model. , 2014, Physical review letters.
[55] P. Catastini,et al. Search for direct production of charginos, neutralinos and sleptons in final states with two leptons and missing transverse momentum in pp collisions at √s = 8 TeV with the ATLAS detector , 2014, 1403.5294.
[56] P. Catastini,et al. Search for direct top squark pair production in events with a Z boson, b -jets and missing transverse momentum in s=8 TeV pp collisions with the ATLAS detector , 2014, 1403.5222.
[57] P. Catastini,et al. Search for direct top-squark pair production in final states with two leptons in pp collisions at $ \sqrt{s} $ = 8 TeV with the ATLAS detector , 2014 .
[58] P. Catastini,et al. Search for direct production of charginos and neutralinos in events with three leptons and missing transverse momentum in \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} , 2014, Journal of High Energy Physics.
[59] K. Sakurai,et al. Fastlim: a fast LHC limit calculator , 2014, The European physical journal. C, Particles and fields.
[60] P. Demin,et al. DELPHES 3: a modular framework for fast simulation of a generic collider experiment , 2014, Journal of High Energy Physics.
[61] W. Waltenberger,et al. SModelS: a tool for interpreting simplified-model results from the LHC and its application to supersymmetry , 2013, 1312.4175.
[62] Jong Soo Kim,et al. CheckMATE: Confronting your favourite new physics model with LHC data , 2013, Comput. Phys. Commun..
[63] G. Aad,et al. Search for charginos nearly mass degenerate with the lightest neutralino based on a disappearing-track signature in pp collisions at √(s) = 8 TeV with the ATLAS detector , 2013 .
[64] P. Catastini,et al. Search for new phenomena in final states with large jet multiplicities and missing transverse momentum at $ \sqrt{s}=8 $ TeV proton-proton collisions using the ATLAS experiment , 2013 .
[65] P. Catastini,et al. Search for direct third-generation squark pair production in final states with missing transverse momentum and two b-jets in \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgree , 2013, Journal of High Energy Physics.
[66] J. Favereau,et al. DELPHES 3: A modular framework for fast-simulation of generic collider experiments , 2014 .
[67] Manuel Drees,et al. Determination of the CMSSM parameters using neural networks , 2013, 1307.3383.
[68] Andrea Benaglia,et al. Interpretation of searches for supersymmetry with simplified models , 2013 .
[69] J. T. Childers,et al. Searches for heavy long-lived sleptons and R-hadrons with the ATLAS detector in pp collisions at √s=7 TeV , 2013 .
[70] T. Tuuva,et al. Search for supersymmetry in hadronic final states with missing transverse energy using the variables αT and b-quark multiplicity in pp collisions at $\sqrt{s} = 8\ \mathrm{TeV}$ , 2013, 1303.2985.
[71] C. Collaboration,et al. Interpretation of searches for supersymmetry with simplified models , 2013, 1301.2175.
[72] JoAnne L. Hewett,et al. More energy, more searches, but the phenomenological MSSM lives on , 2012, 1211.1981.
[73] J. T. Childers,et al. Searches for heavy long-lived sleptons and R-Hadrons with the ATLAS detector in pp collisions at sqrt(s) = 7 TeV , 2012, 1211.1597.
[74] Alam,et al. Search for direct production of charginos and neutralinos in events with three leptons and missing transverse momentum in √s = 7 TeV pp collisions with the ATLAS detector , 2012 .
[75] M. Baak,et al. The electroweak fit of the standard model after the discovery of a new boson at the LHC , 2012, The European Physical Journal C.
[76] Ryszard S. Romaniuk,et al. Observation of a new boson at a mass of 125 GeV with the CMS experiment at the LHC , 2012 .
[77] The Cms Collaboration. Observation of a new boson at a mass of 125 GeV with the CMS experiment at the LHC , 2012, 1207.7235.
[78] J. Hewett,et al. The new look pMSSM with neutralino and gravitino LSPs , 2012, The European Physical Journal C.
[79] Benjamin Fuks,et al. MadAnalysis 5, a user-friendly framework for collider phenomenology , 2012, Comput. Phys. Commun..
[80] M. Hayakawa,et al. Complete tenth-order QED contribution to the muon g-2. , 2012, Physical review letters.
[81] R. Fleischer,et al. A New Window for New Physics in $B^0_s\to \mu^+\mu^-$ , 2012 .
[82] R. Fleischer,et al. Probing New Physics via the $B^0_s\to \mu^+\mu^-$ Effective Lifetime , 2012, 1204.1737.
[83] Manuel Drees,et al. Light stop searches at the LHC with monojet events , 2012, 1201.5714.
[84] A. Buckley,et al. Fast supersymmetry phenomenology at the Large Hadron Collider using machine learning techniques , 2011, Comput. Phys. Commun..
[85] F. Maltoni,et al. MadGraph 5: going beyond , 2011, 1106.0522.
[86] Gaël Varoquaux,et al. Scikit-learn: Machine Learning in Python , 2011, J. Mach. Learn. Res..
[87] M. Drees,et al. Light stop searches at the LHC in events with two b jets and missing energy , 2010, 1011.5508.
[88] F. Feroz,et al. A coverage study of the CMSSM based on ATLAS sensitivity using fast neural networks techniques , 2010, 1011.4306.
[89] R. Harr,et al. Averages of B-Hadron, C-Hadron, and tau-lepton properties as of early 2012 , 2012, 1207.1158.
[90] H. Baer,et al. Neutralino, axion and axino cold dark matter in minimal, hypercharged and gaugino AMSB , 2010, 1004.3297.
[91] A. Kulesza,et al. Soft gluon resummation for the production of gluino-gluino and squark-antisquark pairs at the LHC , 2009, 0905.4749.
[92] V. Lemaître,et al. DELPHES, a framework for fast simulation of a generic collider experiment , 2009, 0903.2225.
[93] J. Hewett,et al. Supersymmetry Without Prejudice , 2008, 0812.0980.
[94] Farvah Mahmoudi,et al. SuperIso v2.3: A program for calculating flavor physics observables in supersymmetry , 2008, Comput. Phys. Commun..
[95] M. Carena,et al. Light stop searches at the LHC in events with one hard photon or jet and missing energy , 2008, 0808.2298.
[96] A. Kulesza,et al. Threshold resummation for squark-antisquark and gluino-pair production at the LHC. , 2008, Physical review letters.
[97] Radford M. Neal. Pattern Recognition and Machine Learning , 2007, Technometrics.
[98] Tom Fawcett,et al. An introduction to ROC analysis , 2006, Pattern Recognit. Lett..
[99] E. al.,et al. Final report of the E821 muon anomalous magnetic moment measurement at BNL , 2006, hep-ex/0602035.
[100] The Aleph Collaboration,et al. Precision electroweak measurements on the Z resonance , 2005, hep-ex/0509008.
[101] M. Hauschild,et al. Search for Chargino and Neutralino Production at sqrt{s} = 170 and 172 GeV at LEP , 1997, hep-ex/9708018.
[102] P Skands,et al. SUSY Les Houches accord: interfacing SUSY spectrum calculators, decay packages, and event generators , 2003, hep-ph/0311123.
[103] E. al.,et al. Searches for supersymmetric particles in e + e- collisions up to 208 GeV and interpretation of the results within the MSSM , 2003, hep-ex/0311019.
[104] P. Ullio,et al. SUSY dark matter and quintessence , 2003, hep-ph/0309220.
[105] G. Moultaka,et al. SuSpect: A Fortran code for the Supersymmetric and Higgs particle spectrum in the MSSM , 2002, Comput. Phys. Commun..
[106] A. Read. Presentation of search results: the CLs technique , 2002 .
[107] K. Hamaguchi,et al. Higgsino and wino dark matter from Q-ball decay in Affleck–Dine baryogenesis , 2001, hep-ph/0110072.
[108] S. Mrenna,et al. Pythia 6.3 physics and manual , 2003, hep-ph/0308153.
[109] Emden R. Gansner,et al. An open graph visualization system and its applications to software engineering , 2000, Softw. Pract. Exp..
[110] A. Ealet,et al. The Minimal Supersymmetric Standard Model: Group Summary Report , 1999, hep-ph/9901246.
[111] H. Haber. The Status of the minimal supersymmetric standard model and beyond , 1997, hep-ph/9709450.
[112] Yoav Freund,et al. A decision-theoretic generalization of on-line learning and an application to boosting , 1997, EuroCOLT.
[113] P. Zerwas,et al. Squark and gluino production at hadron colliders , 1996, hep-ph/9610490.
[114] Bernhard E. Boser,et al. A training algorithm for optimal margin classifiers , 1992, COLT '92.
[115] David Haussler,et al. Proceedings of the fifth annual workshop on Computational learning theory , 1992, COLT 1992.
[116] Hagiwara,et al. Supersymmetric contribution to the electroweak rho parameter. , 1990, Physical review. D, Particles and fields.
[117] J. Lykken,et al. Supergravity as the messenger of supersymmetry breaking , 1983 .
[118] S. Ferrara,et al. Gauge models with spontaneously broken local supersymmetry , 1982 .
[119] R. Arnowitt,et al. Locally Supersymmetric Grand Unification , 1982 .
[120] L. Girardello,et al. Soft breaking of supersymmetry , 1982 .
[121] R. A. Popa,et al. Delphi , 1922, The Classical Review.
[122] อนิรุธ สืบสิงห์,et al. Data Mining Practical Machine Learning Tools and Techniques , 2014 .
[123] A. Mehta,et al. Search for neutral Higgs bosons of the minimal supersymmetric standard model in pp collisions at √s= TeV with the ATLAS detector , 2014, 1409.6064.
[124] G. Karapinar,et al. Search for supersymmetry in hadronic final states with missing transverse energy using the variables α T and b-quark multiplicity in pp collisions at √ s = 8 TeV , 2013 .
[125] R. Godbole,et al. Theory and phenomenology of sparticles : an account of four-dimensional N=1 supersymmetry in high energy physics , 2004 .
[126] The Delphi Collaboration. Searches for supersymmetric particles in e + e- collisions up to 208 GeV and interpretation of the results within the MSSM , 2003 .
[127] Richard J. K. Taylor,et al. Search for nearly mass-degenerate charginos and neutralinos at LEP. , 2003 .
[128] A. Dell'Acqua,et al. Geant4 - A simulation toolkit , 2003 .
[129] G. Abbiendi. Search for chargino and neutralino production at , 1999 .
[130] L. Breiman. OUT-OF-BAG ESTIMATION , 1996 .
[131] Peter E. Hart,et al. Nearest neighbor pattern classification , 1967, IEEE Trans. Inf. Theory.