Search for same-charge top-quark pair production in $pp$ collisions at $\sqrt{s}=$ 13 TeV with the ATLAS detector
ATLAS Collaboration

TL;DR
This paper reports a search for same-charge top-quark pair production in proton-proton collisions at 13 TeV using the ATLAS detector, employing neural networks to enhance sensitivity and setting limits on production cross-section and EFT operators.
Contribution
It introduces a novel neural network-based analysis to search for same-charge top-quark pairs and constrains EFT operator coefficients with the ATLAS data.
Findings
No significant excess observed over the Standard Model prediction.
Upper limit on the production cross-section of 1.6 fb at 95% CL.
Constraints placed on Wilson coefficients of specific EFT operators.
Abstract
A search for the production of top-quark pairs with the same electric charge ( or ) is presented. The analysis uses proton-proton collision data at TeV, recorded by the ATLAS detector at the Large Hadron Collider, corresponding to an integrated luminosity of 140 fb. Events with two same-charge leptons and at least two -tagged jets are selected. Neural networks are employed to define two selections sensitive to additional couplings beyond the Standard Model that would enhance the production rate of same-sign top-quark pairs. No significant signal is observed, leading to an upper limit on the total production cross-section of same-sign top-quark pairs of 1.6 fb at 95 confidence level. Corresponding limits on the three Wilson coefficients associated with the , , and operators in…
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