Publications

I am author of about 800 papers by my collaboration affiliation. Below selected publication where I was principal author or team leader. I am reviewing papers on machine learning for PRL, PRD, NIMA, and other high profile physics journals.

2018

  • “Likelihood-free inference with an improved cross-entropy estimator,” arXiv:1808.00973 

  • “Search for new physics in events with two soft oppositely charged lepton and missing transverse momentum in pp collisions at √(s) = 13 TeV,” Phys. Lett. B 782, 440

 

2017

  • “DeepJet: Generic physics object based jet multi-class classification for LHC experiments,” DLPS workshop at NIPS, accepted paper 

  • “Deep learning in jet reconstruction at CMS,” CMS-CR-2017-416, ACAT2017 proceedings, Journal of Phys.: Conf. Series, to be published

  • “Identification of heavy-flavour jets with the CMS detector in pp collisions at 13 TeV,” JINST 13 (2018) P05011 (contributed main classifier DeepCSV)

  • “Particle identification with deep neural networks,” CMS DPS 2017/005, DPS 2017/013, DPS 2017/27

2016

  • “Search for supersymmetry in events with one lepton in proton-proton collisions at √(s) =13 TeV with the CMS experiment”, Phys. Rev. D95. 12011 

  • “Search for supersymmetry in events with soft leptons, low jet multiplicity, and missing transverse momentum in pp collisions at √(s) =8 TeV,” Phys. Lett. B 759, 9

 

2015

  • “Measurement of the Z boson differential cross section in transverse momentum and rapidity in pp collisions at 8 TeV,” Phys. Lett. B 749, 187 

  • “Angular coefficients of Z bosons produced in pp collisions at √(s) = 8 TeV and decaying to m+m- as a function of transverse momentum and rapidity,” Phys. Lett. B 750, 154 

2014

  • “Search for supersymmetry in pp collisions at 8 TeV in events with a single lepton, large jet multiplicity, and multiple b jets,” Phys. Lett. B 733, 328–353

 

2013

  • “Search for supersymmetry in pp collisions at 7 TeV in events with a single lepton, jets, and missing transverse momentum,” Eur. Phys. J. C, 73:2404

2011

  • “Measurement of the polarization of W bosons with large transverse momenta in W+jets events at the LHC,” Phys. Rev. Lett. 107 021802

  • “Search for supersymmetry in pp collisions at 7 TeV in events with jets and missing transverse energy,” Phys. Lett. B 698 196-218

2008

  • “CMS silicon tracker alignment strategy with the Millepede II algorithm,” JINST 3 P09002 (PA)

2007

 

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