Pinning down the leptophobic in leptonic final states with Deep Learning
arXiv:2307.01118 · doi:10.1016/j.physletb.2023.138417
Abstract
A leptophobic that does not couple with the Standard Model leptons can evade the stringent bounds from the dilepton-resonance searches. In our earlier paper [T. Arun et al., Search for the boson decaying to a right-handed neutrino pair in leptophobic models, Phys. Rev. D, 106 (2022) 095035; arXiv:2204.02949], we presented two gauge anomaly-free models -- one based on the Green-Schwarz (GS) anomaly cancellation mechanism, and the other on a grand unified theory (GUT) framework with gauge kinetic mixing -- where a heavy leptophobic is present along with right-handed neutrinos (). We pointed out the interesting possibility of a correlated search for and at the LHC through the channel. This channel can probe a part of the parameter space beyond the reach of the standard dijet resonance searches. In this follow-up paper, we analyse the challenging monolepton final state arising from the decays of the pair with Deep Learning. We present the high-luminosity LHC discovery reaches for six different GUT embeddings and a benchmark point in the GS setup. We also update our previous estimates in the dilepton channel with Deep Learning. We identify parameter regions that can be probed with the proposed channel but will remain inaccessible to dijet searches at the HL-LHC.
13 pages, 8 figures, 5 tables. Matches the published version
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