Search for electroweak production of charginos and neutralinos in proton-proton collisions at $\sqrt{s} = $ 13 TeV
CMS Collaboration

TL;DR
This paper reports a search for electroweak production of charginos and neutralinos in proton-proton collisions at 13 TeV, analyzing events with multiple leptons, and sets mass exclusion limits up to 1450 GeV.
Contribution
It introduces a comprehensive search strategy using neural networks and orthogonal regions to improve sensitivity to various supersymmetric models.
Findings
Excluded charginos and neutralinos with masses up to 1450 GeV
Utilized a parametric neural network for background suppression
Provided results applicable to multiple simplified models
Abstract
A direct search for electroweak production of charginos and neutralinos is presented. Events with three or four leptons, with up to two hadronically decaying leptons, or two same-sign light leptons are analyzed. The data sample consists of 137 fb of proton-proton collisions with a center of mass energy of 13 TeV, recorded with the CMS detector at the LHC. The results are interpreted in terms of several simplified models. These represent a broad range of production and decay scenarios for charginos and neutralinos. A parametric neural network is used to target several of the models with large backgrounds. In addition, results using orthogonal search regions are provided for all the models, simplifying alternative theoretical interpretations of the results. Depending on the model hypotheses, charginos and neutralinos with masses up to values between 300 and 1450 GeV are…
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