Abstract
This thesis presents results using data collected by the ATLAS experiment in the 2015–2016 and 2015–2018 periods, corresponding to integrated luminosities at a centre-of-mass energy TeV of and respectively. It explores a connection between the top quark sector of the Standard Model and searches for supersymmetry in the all-hadronic final state.
In Part II, a measurement of the inclusive cross section of the process in multi-lepton events results in with of data, and with the full LHC Run 2 dataset. Both results are compatible with the Standard Model prediction of In the former analysis, exclusion limits are set on relevant dimension-6 effective field theory operators, while in the latter, the very first measurement of the differential cross section at ATLAS is presented.
In Part III, a search for the supersymmetric partner to the top quark in the all-hadronic final state, characterised by six or more jets and large , is described. No significant excess over the expected Standard Model background is observed, using of ATLAS data. Assuming a 100% branching ratio of , stop masses are excluded up to 1 TeV for neutralino masses smaller than 350 GeV. The estimation of the irreducible through a boson replacement technique is described in detail. Following the results obtained in Part II, the use of a multi-lepton control sample is instead proposed and shown to significantly improve modelling uncertainties in a subsequent analysis using the full LHC Run 2 dataset.

Senior Research Fellow
I’m an experimental particle physicist looking for new physics at the ATLAS experiment with machine learning.