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Uncovering doubly charged scalars with dominant three-body decays using machine learning.
- Source :
-
Journal of High Energy Physics . Nov2023, Vol. 2023 Issue 11, p1-30. 30p. - Publication Year :
- 2023
-
Abstract
- We propose a deep learning-based search strategy for pair production of doubly charged scalars undergoing three-body decays to W + t b ¯ in the same-sign lepton plus multi-jet final state. This process is motivated by composite Higgs models with an underlying fermionic UV theory. We demonstrate that for such busy final states, jet image classification with convolutional neural networks outperforms standard fully connected networks acting on reconstructed kinematic variables. We derive the expected discovery reach and exclusion limit at the high-luminosity LHC. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 11266708
- Volume :
- 2023
- Issue :
- 11
- Database :
- Academic Search Index
- Journal :
- Journal of High Energy Physics
- Publication Type :
- Academic Journal
- Accession number :
- 174312460
- Full Text :
- https://doi.org/10.1007/JHEP11(2023)009