28 September 2026 to 2 October 2026
University of Oxford
Europe/London timezone

Interpreting Parton Distributions with Shapley Values

Not scheduled
20m
University of Oxford

University of Oxford

Standard slot PDFs and DIS PDFs and DIS

Speaker

Eva Groenendijk (University of Milan)

Description

We present a new method to interpret PDFs using the game theoretical method of Shapley values. We use it to assess the impact of data on PDFs when determining them, and the impact of individual PDFs on collider observables. In general we recover the expected pattern of PDF sensitivity to data for modern global PDF sets. We also uncover pronounced localised losses of sensitivity that are not reflected in the uncertainty bands of the PDFs, which is potentially relevant for BSM searches. In particular we find a loss of sensitivity of the gluon PDF in the region of momentum fraction of Higgs production.

Authors

Eva Groenendijk (University of Milan) Ramon Winterhalder (Università degli Studi di Milano) Mr Raphael Bonnet-Guerrini (Università degli studi di Milano) Stefano Carrazza (CERN) Stefano Forte (Università degli Studi e INFN Milano (IT))

Presentation materials

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