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

Debajyoti Sengupta, Matthew Leigh, John Andrew Raine +2

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…