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Thursday, July 5th, 2018

NNPDF Collaboration meeting in Gargnano – 16/19 September 2018

 

The meeting will take place at Palazzo Feltrinelli in Gargnano by Lake Garda.

A shuttle service will take people to the venue on Sunday 16th at 5pm – the meeting point is Via Celoria 16, 20133 Milan (Department of Physics).

Please click here for more details.

 

 

 


Tuesday, February 13th, 2018

A high-precision determination of the strong coupling from a global PDF fit

In this work we present a determination of the strong coupling constant based on the NNPDF3.1 global analysis, which for the first time includes constraints from jet production, top-quark pair differential distributions, and the Z transverse momentum distributions using exact NNLO theory. Our result is based on a novel extension of the NNPDF methodology, the correlated replica method, which allows for a simultaneous determination of αs and the PDFs with all correlations between them fully taken into account. This new determination is consistent with the PDG average and exhibits competitive uncertainties, providing important input for high-precision LHC phenomenology.

 


Wednesday, December 20th, 2017

Illuminating the photon content of the proton within a global PDF analysis

In previous NNPDF analyses, a model-independent parametrization of the photon PDF was constrained by LHC Drell-Yan measurements. In this work, the photon PDF is instead determined by the LUXqed formalism relating it to inclusive structure functions in lepton-proton scattering. Based on the same settings as the NNPDF3.1 global analysis, the NNPDF3.1luxQED set accounts for QED effects in the DGLAP evolution, the momentum sum rule, and deep-inelastic scattering coefficient functions. The resulting uncertainties on γ(x,Q) are now at the few-percent level, with photons carrying up to ≃ 0.5% of the total proton momentum. We also study the phenomenological implications for Drell-Yan, vector boson pair, top quark pair, and Higgs associated production at the LHC. For electroweak processes, photon-initiated corrections range between a few percent up to ≃ 30%.

 


Wednesday, October 18th, 2017

Evidence for BFKL dynamics in HERA data

In a paper submitted today to the arXiv, the NNPDF Collaboration has presented a new global PDF determination in which NLO and NNLO fixed-order calculations are supplemented by NLLx small-x resummation. This analysis demonstrates for the first time that the inclusion of small-x resummation leads to a quantitative improvement in the perturbative description of the HERA inclusive and charm production cross-sections at small x and small Q, providing unambiguous evidence for the onset of BFKL dynamics. Crucially, the impact of the resummation in our fits is greater at NNLO than at NLO, because fixed-order calculations have a perturbative instability at small x due to large logarithms that are cured by resummation. This paper then explores the phenomenological implications of PDF sets with small-x resummation for the longitudinal structure function FL at HERA, for parton luminosities and LHC benchmark cross-sections, for ultra-high energy neutrino-nucleus cross-sections, and for future high-energy lepton-proton colliders such as the LHeC.


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Day 3 of the #Gargnano meeting, the #NNPDF collaboration is defining the new roadmap towards NNPDF4.0… t.co/64gAvXQ1rm

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Stefano Carrazza’s talk on #machinelearning sparked a nice debate on artificial #neuralnetworks architectures… t.co/u4nbpJvDiJ

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Here are the #NNPDF and the #N3PDF teams plus fellow researchers - #PalazzoFeltrinelli #Gargnano @LaStatale

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#NNPDF past and future - Stefano Forte has just started the collaboration and #N3PDF kickoff meeting in beautiful… t.co/5BoINqHJ60

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#MachineLearning Precision High Energy Physics - colloquium by Stefano Forte today at 4:15pm at the Max-Planck-Inst… t.co/wxFu2rSLZ8