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Unbinning global LHC analyses

by Henning Bahl, Tilman Plehn, Nikita Schmal

Submission summary

Authors (as registered SciPost users): Tilman Plehn · Nikita Schmal
Submission information
Preprint Link: scipost_202510_00041v1  (pdf)
Date submitted: Oct. 23, 2025, 3:46 p.m.
Submitted by: Nikita Schmal
Submitted to: SciPost Physics
Ontological classification
Academic field: Physics
Specialties:
  • High-Energy Physics - Phenomenology
Approaches: Computational, Phenomenological

Abstract

Simulation-based inference has been shown to outperform traditional, histogram-based inference in numerous phenomenological and experimental studies. So far, these analyses have focused on individual high-profile processes. We study the combination of four different di-boson processes in terms of the Standard Model Effective Field Theory. Our results demonstrate how simulation-based inference also wins over traditional methods for global LHC analyses.

Author indications on fulfilling journal expectations

  • Provide a novel and synergetic link between different research areas.
  • Open a new pathway in an existing or a new research direction, with clear potential for multi-pronged follow-up work
  • Detail a groundbreaking theoretical/experimental/computational discovery
  • Present a breakthrough on a previously-identified and long-standing research stumbling block
Current status:
In refereeing

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