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physics.data-an2024★ 108 cited
The CMS statistical analysis and combination tool: COMBINE
CMS Collaboration
This paper describes the COMBINE software package used for statistical analyses by the CMS Collaboration. The package, originally designed to perform searches for a Higgs boson and…
physics.data-an2021★ 9 cited
Reduced Precision Strategies for Deep Learning: A High Energy Physics Generative Adversarial Network Use Case
Florian Rehm, Sofia Vallecorsa, Vikram Saletore +5
Deep learning is finding its way into high energy physics by replacing traditional Monte Carlo simulations. However, deep learning still requires an excessive amount of computation…
physics.data-an2019★ 36 cited
A deep neural network for simultaneous estimation of b jet energy and resolution
CMS Collaboration
We describe a method to obtain point and dispersion estimates for the energies of jets arising from b quarks produced in proton-proton collisions at an energy of 13 Te…