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Improving new physics searches with diffusion models for event observables and jet constituents

Abstract We introduce a new technique called Drapes to enhance the sensitivity in searches for new physics at the LHC. By training diffusion models on side-band data, we show how background templates for the signal region can be generated either directly from noise, or by partially applying the diff...

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Autori principali: Debajyoti Sengupta, Matthew Leigh, John Andrew Raine, Samuel Klein, Tobias Golling
Natura: Artigo
Lingua:Inglês
Pubblicazione: SpringerOpen 2024-04-01
Serie:Journal of High Energy Physics
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Accesso online:https://doi.org/10.1007/JHEP04(2024)109
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