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Dataset . 2024
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2024
License: CC BY
Data sources: Datacite
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PYTHIA Jet Datasets for cDDPM Unfolder

Authors: Pazos, Camila;

PYTHIA Jet Datasets for cDDPM Unfolder

Abstract

Datasets of QCD jets used for studying unfolding in "Towards Universal Unfolding using Denoising Diffusion Probabilistic Models" consist of two different detector simulation frameworks: Data-driven detector smearing: Events were generated using PYTHIA 8.3 for proton-proton collisions at √s = 14 TeV Several physics processes were simulated: ttbar production with various PDFs (CT14lo, NNPDF23, CTEQ6L1) Z+jets (Z → μμ) with CT14lo, NNPDF23, CTEQ6L1 W+jets (W → μν) with CT14lo, NNPDF23, CTEQ6L1 Dijet production Leptoquark production Jets with radius parameter R = 0.4 were reconstructed using the anti-kT algorithm at particle-level ("gen_jets"), and then detector effects were applied ("reco_jets") Detector effects were simulated using ATLAS 8 TeV calibration data-derived jet resolution functions for pT, η, and φ Phase space bias was applied to some samples to enhance high-pT statistics: (pT_hat/pT_ref)^a with pT_ref = 100 GeV and a = 5 DELPHES CMS detector simulation: Events were generated using PYTHIA 8.3 for proton-proton collisions at √s = 14 TeV Physics processes included: ttbar production with CTEQ6L1 Z+jets (Z → μμ) with CTEQ6L1 W+jets (W → μν) with CTEQ6L1 Dijet production with CTEQ6L1 Leptoquark production with CTEQ6L1 Events were passed through DELPHES 3.4.2 fast detector simulation using the CMS detector configuration Jets with radius parameter R = 0.4 were reconstructed using the anti-kT algorithm at both particle level ("gen_jets") and detector level ("reco_jets") Phase space bias was applied to some samples using (pT_hat/pT_ref)^a with pT_ref = 100 GeV and a = 5 For both frameworks, each dataset consists of several arrays containing jet kinematic information (pT, η, φ, E, px, py, pz) at both truth ("gen_jets") and detector ("reco_jets") level. Additional features such as event identifiers ("event_num") are included to enable reconstruction of event-level observables.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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