Pith. sign in

REVIEW 4 cited by

SIMUnet: an open-source tool for simultaneous global fits of EFT Wilson coefficients and PDFs

Not yet reviewed by Pith; the record is open.

Re-run · record.json Download PDF Read on arXiv ↗

This paper has not been read by Pith yet. Machine review is queued; the pith claim, tier, and objections will appear here once it completes.

SPECIMEN: schema-true, not a live event

T0 review · schema-true

One-sentence machine reading of the paper's core claim.

pith:XXXXXXXX · record.json · timestamp

arxiv 2402.03308 v1 pith:4KW73J76 submitted 2024-02-05 hep-ph hep-ex

SIMUnet: an open-source tool for simultaneous global fits of EFT Wilson coefficients and PDFs

Mark N. Costantini , Elie Hammou , Zahari Kassabov , Maeve Madigan , Luca Mantani , Manuel Morales Alvarado , James M. Moore , Maria Ubiali This is my paper
classification hep-ph hep-ex
keywords pdfssimunetglobalsmeftfitsopen-sourcewilsonanalysis
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
0 comments
read the original abstract

We present the open-source SIMUnet code, designed to fit Standard Model Effective Field Theory (SMEFT) Wilson coefficient alongside Parton Distribution Functions (PDFs) of the proton. SIMUnet can perform SMEFT global fits, as well as simultaneous fits of the PDFs and of an arbitrarily large number of SMEFT degrees of freedom, by including both PDF-dependent and PDF-independent observables. SIMUnet can also be used to determine whether the effects of any New Physics models can be fitted away in a global fit of PDFs. SIMUnet is built upon the open-source NNPDF code and is released together with documentation, and tutorials. To illustrate the functionalities of the new tool, we present a new global analysis of the SMEFT Wilson coefficients accounting for their interplay with the PDFs. We increment our previous analysis of the LHC Run II top quark data with both (i) the Higgs production and decay rates data from the LHC, and (ii) the precision electroweak and diboson measurements from LEP and the LHC.

discussion (0)

Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.

Forward citations

Cited by 4 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score.

  1. Propagating data noise through the fit: the Monte Carlo replica distribution

    hep-ph 2026-06 unverdicted novelty 7.0

    Derives that the MC replica method produces a distribution differing from the Bayesian Laplace approximation by a single computable matrix (residual-weighted Hessian), whose sign and magnitude determine over- or under...

  2. A linear PDF model for Bayesian inference

    hep-ph 2025-07 unverdicted novelty 7.0

    Presents a linear PDF parametrization from dimensionality-reduced neural network bases for efficient Bayesian inference, tested via multi-closure tests on synthetic deep inelastic scattering data.

  3. The Scaffold Effect: How Prompt Framing Drives Apparent Multimodal Gains in Clinical VLM Evaluation

    cs.AI 2026-03 unverdicted novelty 6.0

    Merely mentioning MRI availability in the prompt drives 70-80% of apparent multimodal F1 gains in clinical VLMs, even when no imaging is present.

  4. An EWPD SMEFT likelihood for the LHC -- and how to improve it with measurements of W and Z boson properties

    hep-ph 2024-12 unverdicted novelty 6.0

    The work supplies a modular SMEFT likelihood for EWPD that includes NLO effects and five input schemes, then combines it with LHC measurements to tighten constraints on lepton-flavor universality and quark coupling as...