HHH, HH, and QCD events for boosted and resolved Higgs boson jet assignment

Description

This dataset contains HHH, HH, and QCD events for boosted and resolved Higgs boson jet assignment. The datasets contain two sets of input jets: small-radius jets (Jets) reconstructed with the anti-kT algorithm with radius parameter R=0.5 (AK5 jets) and large-radius jets (BoostedJets) reconstructed with the anti-kT algorithm with a radius parameter R=0.8 (AK8 jets). The dataset content is below.

Files

The different files are used to train and evaluate different symmetry-preserving attention networks (SPA-Nets).

• hhh_mh120-130_training.h5: Contains HHH events with Higgs boson masses of 120, 122.5, 125, 127.5, and 130 GeV. Used to train the boosted+resolved HHH SPA-Net model.
• hhh_mh125_training.h5: Contains HHH events with a Higgs boson mass of 125 GeV. Used to train the resolved HHH SPA-Net model.
• hhh_mh125_testing.h5: Contains HHH events with a Higgs boson mass of 125 GeV. Used to evaluate the resolved and boosted+resolved HHH SPA-Net models.
• hh_mh125_training.h5: Contains HH events with a Higgs boson mass of 125 GeV. Used to train the resolved and boosted+resolved HH SPA-Net models.
• hh_mh125_testing.h5: Contains HH events with a Higgs boson mass of 125 GeV. Used to evaluate the resolved and boosted+resolved HH SPA-Net models.
• qcd_training.h5: Contains QCD multijet events. Used to train the baseline boosted decision tree (BDT) large-radius jet tagger.
• qcd_testing.h5: Contains QCD multijet events. Used to evaluate the mass sculpting.

Content

INPUTS
 BoostedJets 
  MASK
  fj_charge
  fj_chargedenergyfrac
  fj_cosphi
  fj_ehadovereem
  fj_eta
  fj_mass
  fj_ncharged
  fj_neutralenergyfrac
  fj_nneutral
  fj_phi
  fj_pt
  fj_sdmass
  fj_sinphi
  fj_tau21
  fj_tau32
 Jets
  MASK
  btag
  cosphi
  eta
  flavor
  mass
  matchedfj
  phi
  pt
  sinphi
TARGETS
 bh1
  bb
  mask
  pt
 bh2
  bb
  mask
  pt
 h1
  b1
  b2
  mask
  pt
 h2
  b1
  b2
  mask
  pt