A search for Higgs boson pair production in the bbˉbbˉ final
state is carried out with up to 36.1 fb−1 of LHC proton-proton
collision data collected at s = 13 TeV with the ATLAS detector in 2015
and 2016. Three benchmark signals are studied: a spin-2 graviton decaying into
a Higgs boson pair, a scalar resonance decaying into a Higgs boson pair, and
Standard Model non-resonant Higgs boson pair production. Two analyses are
carried out, each implementing a particular technique for the event
reconstruction that targets Higgs bosons reconstructed as pairs of jets or
single boosted jets. The resonance mass range covered is 260−3000 GeV. The
analyses are statistically combined and upper limits on the production cross
section of Higgs boson pairs times branching ratio to bbˉbbˉ are
set in each model. No significant excess is observed; the largest deviation of
data over prediction is found at a mass of 280 GeV, corresponding to 2.3
standard deviations globally. The observed 95% confidence level upper limit on
the non-resonant production is 13 times the Standard Model prediction
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