Search for a resonance decaying into a scalar particle and a Higgs boson in the final state with two bottom quarks and two photons in proton-proton collisions at a center of mass energy of 13 TeV with the ATLAS detector
ATLAS Collaboration

TL;DR
This paper reports a search for a heavy scalar decaying into a Higgs boson and a lighter scalar using proton-proton collision data, setting upper limits on production cross sections and observing a local excess at specific masses.
Contribution
It introduces a novel search method using parameterized neural networks to improve sensitivity in the ($m_{X}$, $m_{S}$) parameter space.
Findings
No significant excess found overall.
Upper limits on cross section times branching ratio range from 39 fb to 0.09 fb.
A local excess with 3.5 sigma significance at (575, 200) GeV.
Abstract
A search for the resonant production of a heavy scalar decaying into a Higgs boson and a new lighter scalar , through the process , where the two photons are consistent with the Higgs boson decay, is performed. The search is conducted using an integrated luminosity of 140 fb of proton-proton collision data at a centre-of-mass energy of 13 TeV recorded with the ATLAS detector at the Large Hadron Collider. The search is performed over the mass range 170 1000 GeV and 15 500 GeV. Parameterised neural networks are used to enhance the signal purity and to achieve continuous sensitivity in a domain of the (, ) plane. No significant excess above the expected background is found and 95% CL upper limits are set on the cross section times branching ratio, ranging from 39 fb to 0.09 fb. The…
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