5th General Meeting of the LHC EFT Working Group

Unbinned multivariate observables for global SMEFT analyses from machine learning

Not scheduled

20m

40/S2-B01 - Salle Bohr (CERN)

Speaker

Maeve Madigan

Description

Global determinations of the Wilson coefficients of the Standard Model Effective Field Theory (SMEFT) involve the inference of multiple parameters from a global dataset, and are often based on reinterpreting existing binned LHC measurements within the SMEFT framework. Based on our recently developed open-source framework, ML4EFT, we propose a new methodology that can be adopted by experiments in order to present to the community unbinned measurements that are optimised for global SMEFT fits.