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• W3154384838 abstract "Following the growing success of generative neural networks in LHC simulations, the crucial question is how to control the networks and assign uncertainties to their event output. We show how Bayesian normalizing flows or invertible networks capture uncertainties from the training and turn them into an uncertainty on the event weight. Fundamentally, the interplay between density and uncertainty estimates indicates that these networks learn functions in analogy to parameter fits rather than binned event counts." @default.
• W3154384838 created "2021-04-26" @default.
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• W3154384838 date "2022-07-21" @default.
• W3154384838 modified "2023-10-14" @default.
• W3154384838 title "Understanding Event-Generation Networks via Uncertainties" @default.
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• W3154384838 doi "https://doi.org/10.21468/scipostphys.13.1.003" @default.
• W3154384838 hasPublicationYear "2022" @default.
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