Invertible networks or partons to detector and back again

For simulations where the forward and the inverse directions have a physics meaning, invertible neural networks are especially useful. A conditional INN can invert a detector simulation in terms of high-level observables, specifically for ZW production at the LHC. It allows for a per-event statistic...

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Bibliographic Details
Main Author: Marco Bellagente, Anja Butter, Gregor Kasieczka, Tilman Plehn, Armand Rousselot, Ramon Winterhalder, Lynton Ardizzone, Ullrich Köthe
Format: Article
Language:English
Published: SciPost 2020-11-01
Series:SciPost Physics
Online Access:https://scipost.org/SciPostPhys.9.5.074