The path to proton structure at 1% accuracy NNPDF Collaboration

Article Quantum Science & Technology

Qibo: a framework for quantum simulation with hardware acceleration

Stavros Efthymiou et al.

Summary: Qibo is a new open-source software that allows fast evaluation of quantum circuits and adiabatic evolution using hardware accelerators. It focuses on performance and user simplicity, providing a user-friendly interface.

QUANTUM SCIENCE AND TECHNOLOGY (2022)

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Article Physics, Particles & Fields

Bayesian approach to inverse problems: an application to NNPDF closure testing

Luigi Del Debbio et al.

Summary: In this study, the Bayesian approach to solution of inverse problems is discussed and applied to analyze the closure tests performed by the NNPDF collaboration. Insights gained from analytical results are used to guide the analysis of more complex non-linear problems. The study shows that the posterior probability density of the parametrized parton distributions (PDFs) can be fully determined by the NNPDF fitting procedure in the case of Gaussian distributions. New estimators are introduced to assess the statistical reliability of the closure test results, and these estimators are analyzed using the Bayesian formalism in a linear model to clarify their meaning. Results from closure tests performed with the NNPDF methodologies are presented to validate the NNPDF4.0 methodology and provide a quantitative comparison with the NNPDF3.1 methodology.

EUROPEAN PHYSICAL JOURNAL C (2022)

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Article Physics, Nuclear

An exploratory study of the impact of CMS double-differential top distributions on the gluon parton distribution function

Michal Czakon et al.

Summary: This paper examines the impact of CMS double-differential (tt) over bar distribution data at 8 TeV on the gluon distribution, finding that there is no significant impact when the data is added to the global PDF fit with inclusive jet data from Tevatron and LHC. However, when the jet data is removed from the fit, an impact is observed. Scaling the CMS data with a larger weight could lead to an equal impact on the gluon distribution as the inclusive jet data, suggesting potential for more significant impact of the (tt) over bar data at higher integrated luminosity at 13 TeV.

JOURNAL OF PHYSICS G-NUCLEAR AND PARTICLE PHYSICS (2021)

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Article Physics, Particles & Fields

Deuteron uncertainties in the determination of proton PDFs

Richard D. Ball et al.

Summary: This study evaluated the uncertainties due to nuclear effects on proton parton distribution functions in global fits, utilizing an iterative procedure to determine both proton and deuteron PDFs simultaneously. It was found that the impact of nuclear uncertainty on proton PDFs is minimal, and overall uncertainties are insignificant once corrections for nuclear effects are made.

EUROPEAN PHYSICAL JOURNAL C (2021)

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Article Physics, Particles & Fields

An open-source machine learning framework for global analyses of parton distributions

Richard D. Ball et al.

Summary: The software framework for the NNPDF4.0 global determination of parton distribution functions (PDFs) is released under an open source license, providing extensive documentation and examples for users. The framework includes tools for PDF fitting, handling experimental data, comparing it to theoretical predictions, and conducting versatile analysis. The public release of the NNPDF fitting framework ensures reproducibility of the NNPDF4.0 determination and enables various phenomenological applications and PDF fits based on user-defined data and theory assumptions.

EUROPEAN PHYSICAL JOURNAL C (2021)

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Review Physics, Nuclear

Parton distributions and lattice-QCD calculations: Toward 3D structure

Martha Constantinou et al.

Summary: The theory of quantum chromodynamics (QCD) describes the strong force binding hadrons together. Parton distribution functions (PDFs) have been successful in describing collinear partons within hadrons, but new experiments are exploring the transverse structure using generalized parton distributions (GPDs) and transverse-momentum-dependent parton distribution functions (TMD PDFs). Different methods, including perturbative QCD factorization theorems and lattice-QCD calculations, are used to determine PDFs and generalize the understanding of hadron structure.

PROGRESS IN PARTICLE AND NUCLEAR PHYSICS (2021)

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Article Physics, Particles & Fields

Parton distributions from LHC, HERA, Tevatron and fixed target data: MSHT20 PDFs

S. Bailey et al.

Summary: The new MSHT20 set of parton distribution functions (PDFs) of the proton, determined from global analyses of hard scattering data, includes updates such as improved parameterizations, new precise data, and NNLO QCD corrections. The NNLO fit is strongly favored over the NLO due to wider range and increased precision of data included in the fit, resulting in reduced uncertainties in predictions for processes such as Higgs, top quark pair, and W, Z production at post LHC Run-II energies.

EUROPEAN PHYSICAL JOURNAL C (2021)

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Article Physics, Particles & Fields

Compressing PDF sets using generative adversarial networks

Stefano Carrazza et al.

Summary: The algorithm proposed involves using synthetic replicas generated by a generative adversarial network (GAN) for compressing parton densities, leading to a compressed set with fewer replicas and better representation of the original probability distribution. Additionally, the potential of GAN as an alternative mechanism to avoid fitting a large number of replicas is discussed.

EUROPEAN PHYSICAL JOURNAL C (2021)

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Article Physics, Particles & Fields

Parton distributions in the SMEFT from high-energy Drell-Yan tails

Admir Greljo et al.

Summary: The study assessed for the first time the interplay between PDFs and EFT effects for high-mass Drell-Yan processes, finding the interaction to be moderate for the current dataset but a significant challenge for EFT analyses at the HL-LHC.

JOURNAL OF HIGH ENERGY PHYSICS (2021)

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Article Physics, Particles & Fields

NNLO QCD predictions for W plus c-jet production at the LHC

Michal Czakon et al.

Summary: This study focuses on the production of a W boson in association with a c-jet at the LHC, calculating the complete set of NNLO QCD corrections for the dominant CKM-diagonal contribution to this process for the first time. Predictions are made for fiducial cross sections and differential distributions for both signatures, which are compared with ATLAS measurements at 7 TeV. The results are important for precise description of heavy flavor production at hadron colliders and determination of the strange-quark content of the proton from LHC data in NNLO QCD.

JOURNAL OF HIGH ENERGY PHYSICS (2021)

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Article Physics, Multidisciplinary

FUTURE TESTS OF PARTON DISTRIBUTIONS

Juan Cruz-Martinez et al.

Summary: This study discusses a test of the generalization power of the methodology used in determining parton distribution functions (PDFs), evaluating the method's ability to predict specific phenomena using limited data. It investigates whether the methodology can accurately predict the rise of the unpolarized proton structure function F-2 at small x and the proton spin crisis.

ACTA PHYSICA POLONICA B (2021)

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Article Astronomy & Astrophysics

New CTEQ global analysis of quantum chromodynamics with high-precision data from the LHC

Tie-Jiun Hou et al.

Summary: The new parton distribution functions (PDFs) from the CTEQ-TEA collaboration are determined using a wide variety of high-precision Large Hadron Collider (LHC) data, in addition to other datasets. These PDFs are analyzed at next-to-leading order and next-to-next-to-leading order, with error sets determined using the Hessian method. The data sensitivity and preference towards quantities such as α(s)(m(Z)), and the gluon and strange quark distributions are quantified using fast PDF survey techniques.

PHYSICAL REVIEW D (2021)

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Article Physics, Particles & Fields

Why αs cannot be determined from hadronic processes without simultaneously determining the parton distributions

Stefano Forte et al.

EUROPEAN PHYSICAL JOURNAL C (2020)

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Article Physics, Particles & Fields

Differential top quark pair production at the LHC: Challenges for PDF fits

S. Bailey et al.

EUROPEAN PHYSICAL JOURNAL C (2020)

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Article Physics, Particles & Fields

Single top production in PDF fits

Emanuele R. Nocera et al.

JOURNAL OF HIGH ENERGY PHYSICS (2020)

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Article Physics, Nuclear

Parton Distributions in Nucleons and Nuclei

Jacob J. Ethier et al.

Annual Review of Nuclear and Particle Science (2020)

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Correction Physics, Multidisciplinary

Direct Photon Production at Next-to-Next-to-Leading Order (vol 118, 222001, 2017)

John M. Campbell et al.

PHYSICAL REVIEW LETTERS (2020)

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Article Physics, Particles & Fields

Phenomenology of NNLO jet production at the LHC and its impact on parton distributions

Rabah Abdul Khalek et al.

EUROPEAN PHYSICAL JOURNAL C (2020)

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Article Physics, Particles & Fields

nNNPDF2.0: quark flavor separation in nuclei from LHC data

Rabah Abdul Khalek et al.

JOURNAL OF HIGH ENERGY PHYSICS (2020)

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Article Physics, Particles & Fields

The strangest proton?

Ferran Faura et al.

EUROPEAN PHYSICAL JOURNAL C (2020)

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PineAPPL: combining EW and QCD corrections for fast evaluation of LHC processes

S. Carrazza et al.

JOURNAL OF HIGH ENERGY PHYSICS (2020)

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Article Physics, Particles & Fields

Can MS parton distributions be negative?

Alessandro Candido et al.

JOURNAL OF HIGH ENERGY PHYSICS (2020)

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Article Physics, Particles & Fields

Nuclear uncertainties in the determination of proton PDFs: NNPDF Collaboration

Richard D. Ball et al.

EUROPEAN PHYSICAL JOURNAL C (2019)

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Neutrino telescopes as QCD microscopes

Valerio Bertone et al.

JOURNAL OF HIGH ENERGY PHYSICS (2019)

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Article Physics, Particles & Fields

Towards a new generation of parton densities with deep learning models

Stefano Carrazza et al.

EUROPEAN PHYSICAL JOURNAL C (2019)

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Article Physics, Multidisciplinary

Can New Physics Hide inside the Proton?

Stefano Carrazza et al.

PHYSICAL REVIEW LETTERS (2019)

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Article Physics, Multidisciplinary

Triple Differential Net Cross Section at the LHC

A. Gehrmann-De Ridder et al.

PHYSICAL REVIEW LETTERS (2019)

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Article Physics, Particles & Fields

Calculations for deep inelastic scattering using fast interpolation grid techniques at NNLO in QCD and the extraction of αs from HERA data

D. Britzger et al.

EUROPEAN PHYSICAL JOURNAL C (2019)

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Article Physics, Particles & Fields

Parton distributions with theory uncertainties: general formalism and first phenomenological studies NNPDF Collaboration

Rabah Abdul Khalek et al.

EUROPEAN PHYSICAL JOURNAL C (2019)

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Precision phenomenology with MCFM

John Campbell et al.

JOURNAL OF HIGH ENERGY PHYSICS (2019)

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Event generation with Sherpa 2.2

Enrico Bothmann et al.

SCIPOST PHYSICS (2019)

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Single-jet inclusive cross section and its definition

Matteo Cacciari et al.

PHYSICAL REVIEW D (2019)

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The impact of LHC jet data on the MMHT PDF fit at NNLO

L. A. Harland-Lang et al.

EUROPEAN PHYSICAL JOURNAL C (2018)

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Precision determination of the strong coupling constant within a global PDF analysis

Richard D. Ball et al.

EUROPEAN PHYSICAL JOURNAL C (2018)

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Direct photon production and PDF fits reloaded

John M. Campbell et al.

EUROPEAN PHYSICAL JOURNAL C (2018)

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Fully differential NNLO computations with MATRIX

Massimiliano Grazzini et al.

EUROPEAN PHYSICAL JOURNAL C (2018)

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Parton distributions with small-x resummation: evidence for BFKL dynamics in HERA data

Richard D. Ball et al.

EUROPEAN PHYSICAL JOURNAL C (2018)

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Review Physics, Multidisciplinary

The structure of the proton in the LHC precision era

Jun Gao et al.

PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS (2018)

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Review Physics, Nuclear

Parton distributions and lattice QCD calculations: A community white paper

Huey-Wen Lin et al.

PROGRESS IN PARTICLE AND NUCLEAR PHYSICS (2018)

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Massive charged-current coefficient functions in deep-inelastic scattering at NNLO and impact on strange-quark distributions

Jun Gao

JOURNAL OF HIGH ENERGY PHYSICS (2018)

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The automation of next-to-leading order electroweak calculations

R. Frederix et al.

JOURNAL OF HIGH ENERGY PHYSICS (2018)

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Infrared sensitivity of single jet inclusive production at hadron colliders

James Currie et al.

JOURNAL OF HIGH ENERGY PHYSICS (2018)

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

Valerio Bertone et al.

SCIPOST PHYSICS (2018)

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Parton distributions from high-precision collider data

Richard D. Ball et al.

EUROPEAN PHYSICAL JOURNAL C (2017)

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The impact of the LHC Z-boson transverse momentum data on PDF determinations

Radja Boughezal et al.

JOURNAL OF HIGH ENERGY PHYSICS (2017)

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Article Physics, Particles & Fields

Pinning down the large-x gluon with NNLO top-quark pair differential distributions

Michal Czakon et al.

JOURNAL OF HIGH ENERGY PHYSICS (2017)

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Article Physics, Particles & Fields

Differential distributions for t-channel single top-quark production and decay at next-to-next-to-leading order in QCD

Edmond L. Berger et al.

JOURNAL OF HIGH ENERGY PHYSICS (2017)

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Parton distribution functions, αs, and heavy-quark masses for LHC Run II

S. Alekhin et al.

PHYSICAL REVIEW D (2017)

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APFELgrid: A high performance tool for parton density determinations

Valerio Bertone et al.

COMPUTER PHYSICS COMMUNICATIONS (2017)

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The asymptotic behaviour of parton distributions at small and large x

Richard D. Ball et al.

EUROPEAN PHYSICAL JOURNAL C (2016)

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Color-singlet production at NNLO in MCFM

Radja Boughezal et al.

EUROPEAN PHYSICAL JOURNAL C (2016)

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A determination of the charm content of the proton

Richard D. Ball et al.

EUROPEAN PHYSICAL JOURNAL C (2016)

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Specialized minimal PDFs for optimized LHC calculations

Stefano Carrazza et al.

EUROPEAN PHYSICAL JOURNAL C (2016)

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The impact of the photon PDF and electroweak corrections on t(t)over-bar distributions

D. Pagani et al.

EUROPEAN PHYSICAL JOURNAL C (2016)

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PDF4LHC recommendations for LHC Run II

Jon Butterworth et al.

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Charm-Quark Production in Deep-Inelastic Neutrino Scattering at Next-to-Next-to-Leading Order in QCD

Edmond L. Berger et al.

PHYSICAL REVIEW LETTERS (2016)

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Precise QCD Predictions for the Production of a Z Boson in Association with a Hadronic Jet

A. Gehrmann-De Ridder et al.

PHYSICAL REVIEW LETTERS (2016)

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Intrinsic charm in a matched general-mass scheme

Richard D. Ball et al.

PHYSICS LETTERS B (2016)

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Predictions for diphoton production at the LHC through NNLO in QCD

John M. Campbell et al.

JOURNAL OF HIGH ENERGY PHYSICS (2016)

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New parton distribution functions from a global analysis of quantum chromodynamics

Sayipjamal Dulat et al.

PHYSICAL REVIEW D (2016)

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NNLO QCD corrections to t-channel single top quark production and decay

Edmond L. Berger et al.

PHYSICAL REVIEW D (2016)

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Introducing MCgrid 2.0: Projecting cross section calculations on grids

Enrico Bothmann et al.

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A compression algorithm for the combination of PDF sets

Stefano Carrazza et al.

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A multi-threaded version of MCFM

John M. Campbell et al.

EUROPEAN PHYSICAL JOURNAL C (2015)

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Parton distributions in the LHC era: MMHT 2014 PDFs

L. A. Harland-Lang et al.

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An unbiased Hessian representation for Monte Carlo PDFs

Stefano Carrazza et al.

EUROPEAN PHYSICAL JOURNAL C (2015)

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LHAPDF6: parton density access in the LHC precision era

Andy Buckley et al.

EUROPEAN PHYSICAL JOURNAL C (2015)

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W-Boson Production in Association with a Jet at Next-to-Next-to-Leading Order in Perturbative QCD

Radja Boughezal et al.

PHYSICAL REVIEW LETTERS (2015)

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A Review of the Intrinsic Heavy Quark Content of the Nucleon

S. J. Brodsky et al.

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Parton distributions for the LHC run II

Richard D. Ball et al.

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Charm in deep-inelastic scattering

Richard D. Ball et al.

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Parton distributions with threshold resummation

Marco Bonvini et al.

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APFEL: A PDF evolution library with QED corrections

Valerio Bertone et al.

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Top plus plus : A program for the calculation of the top-pair cross-section at hadron colliders

Michal Czakon et al.

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MCgrid: Projecting cross section calculations on grids

Luigi Del Debbio et al.

COMPUTER PHYSICS COMMUNICATIONS (2014)

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Higgs characterisation at NLO in QCD: CP properties of the top-quark Yukawa interaction

Federico Demartin et al.

EUROPEAN PHYSICAL JOURNAL C (2014)

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AMCFAST: automation of fast NLO computations for PDF fits

Valerio Bertone et al.

JOURNAL OF HIGH ENERGY PHYSICS (2014)

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The automated computation of tree-level and next-to-leading order differential cross sections, and their matching to parton shower simulations

J. Alwall et al.

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W physics at the LHC with FEWZ 2.1

Seth Quackenbush et al.

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Parton distributions with LHC data

Richard D. Ball et al.

NUCLEAR PHYSICS B (2013)

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Correction Astronomy & Astrophysics

Measurements of differential jet cross sections in proton-proton collisions at √s = 7 TeV with the CMS detector (vol 87, 112002, 2013)

S. Chatrchyan et al.

PHYSICAL REVIEW D (2013)

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Electroweak Sudakov effects in W, Z and γ production at large transverse momentum

Thomas Becher et al.

PHYSICAL REVIEW D (2013)

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Theoretical issues in PDF determination and associated uncertainties NNPDF Collaboration

Richard D. Ball et al.

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A framework for Higgs characterisation

P. Artoisenet et al.

JOURNAL OF HIGH ENERGY PHYSICS (2013)

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Electroweak corrections to charged-current e+e- → 4 fermion processes: Technical details and further results (vol 724, pg 247, 2005)

A. Denner et al.

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Reweighting and unweighting of parton distributions and the LHC W lepton asymmetry data

Richard D. Ball et al.

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Combining QCD and electroweak corrections to dilepton production in the framework of the FEWZ simulation code

Ye Li et al.

PHYSICAL REVIEW D (2012)

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Study of Monte Carlo approach to experimental uncertainty propagation with MSTW 2008 PDFs

G. Watt et al.

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FEWZ 2.0: A code for hadronic Z production at next-to-next-to-leading order

Ryan Gavin et al.

COMPUTER PHYSICS COMMUNICATIONS (2011)

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Reweighting NNPDFs: The W lepton asymmetry

Richard D. Ball et al.

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On the impact of NMC data on NLO and NNLO parton distributions and Higgs production at the Tevatron and the LHC

Richard D. Ball et al.

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Vector boson pair production at the LHC

John M. Campbell et al.

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A posteriori inclusion of parton density functions in NLO QCD final-state calculations at hadron colliders: the APPLGRID project

Tancredi Carli et al.

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Heavy quarks in deep-inelastic scattering

Stefano Forte et al.

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A first unbiased global NLO determination of parton distributions and their uncertainties

Richard D. Ball et al.

NUCLEAR PHYSICS B (2010)

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Impact of parton distribution function and αs uncertainties on Higgs boson production in gluon fusion at hadron colliders

Federico Demartin et al.

PHYSICAL REVIEW D (2010)

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Fitting parton distribution data with multiplicative normalization uncertainties

Richard D. Ball et al.

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Vector Boson Production at Hadron Colliders: A Fully Exclusive QCD Calculation at Next-to-Next-to-Leading Order

Stefano Catani et al.

PHYSICAL REVIEW LETTERS (2009)

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Next-to-next-to-leading-order subtraction formalism in hadron collisions and its application to Higgs-boson production at the large hadron collider

Stefano Catani et al.

PHYSICAL REVIEW LETTERS (2007)

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The complex-mass scheme for perturbative calculations with unstable particles

A. Denner et al.

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Measurement of F2c(c)over-bar and F2b(b)over-bar at high Q2 using the H1 vertex detector at HERA

A Aktas et al.

EUROPEAN PHYSICAL JOURNAL C (2005)

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Article Astronomy & Astrophysics

High-precision QCD at hadron colliders: Electroweak gauge boson rapidity distributions at next-to-next-to leading order

C Anastasiou et al.

PHYSICAL REVIEW D (2004)

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The problem of overfitting

DM Hawkins

JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES (2004)

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New generation of parton distributions with uncertainties from global QCD analysis

J Pumplin et al.

JOURNAL OF HIGH ENERGY PHYSICS (2002)

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Three-jet cross sections in hadron-hadron collisions at next-to-leading order

Z Nagy

PHYSICAL REVIEW LETTERS (2002)

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The path to proton structure at 1% accuracy NNPDF Collaboration

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