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