7–9 Apr 2025
Cavendish Laboratory, University of Cambridge
Europe/London timezone

Search for new physics in all-hadronic $t\bar{t}t\bar{t}$ using ML

7 Apr 2025, 16:00
15m
Seminar West (A0.015W)

Seminar West (A0.015W)

Parallel talk Beyond the Standard Model Beyond the Standard Model

Speaker

Shahzad Sanjrani (University of Bristol (GB))

Description

There is current interest in searching for beyond the standard model particles produced in association with a top quark pair, $t\bar{t} + X(X\rightarrow t \bar{t})$. This project focuses on a top-philic $Z’$ resonance model that may significantly enhance the $t\bar{t}t\bar{t}$ cross section. The all-hadronic channel is explored in the resolved regime using a novel machine learning algorithm, SPA-Net, which performs permutation-invariant jet-parton assignment to reconstruct events. This talk presents initial limits using this network to discriminate signal against large QCD multijet- and $t\bar{t}$-dominated backgrounds. Studies shown use Monte Carlo simulations of proton-proton collision data gathered by the CMS detector at the LHC.

Author

Shahzad Sanjrani (University of Bristol (GB))

Presentation materials

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