遇见数据集

Simulated semivisible jets of the "Aachen" model

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Zenodo2024-09-26 更新2026-05-26 收录
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Dataset published with "Semi-visible jets, energy-based models, and self-supervision", Favaro L. et al. It consist of a QCD dijets background file "qcd_constit.h5" and a signal file "aachen_constit.h5". The signal model has been proposed in "Strongly interacting dark sectors in the early Universe and at the LHC through a simplified portal", Bernreuther E. et al. The signal model has a dark mediator with mass m_Z'=2TeV and dark quarks with mass m_qd=500MeV charged under dark SU(3)_d. The hadronization of the dark sector consist of dark pions with mass m_pi=4GeV and dark rhos with mass m_rho=5GeV. Simulation: Madgraph + Pythia + Delphes simulation; (E, px, py, pz) of the first 200 constituents, pT ordered; most jets have less than 70 constituents, the remaining ones are zero-padded; Fastjet reconstructed fat jets using anti-kt algorithm with R=0.8; kinematic cuts: 100<pT<300, |\eta<2| ; semivisible jets are matched to the parton level dark quark; pheno parameters: invisible fraction r_inv=0.75, m_pi=4GeV, m_rho=5GeV. Other publications which use this dataset: [1] "A Normalized Autoencoder for LHC triggers", Dillon B. et al., arXiv:2206.14225 [2] "What's anomalous in LHC jets", Buss T. et al., arXiv:2202.00686

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Zenodo
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2024-09-26
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