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Invertible Networks or Partons to Detector and Back Again · Around

2020

Invertible Networks or Partons to Detector and Back Again

Bellagente, Marco, Butter, Anja, Kasieczka, Gregor et al.

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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 statistical interpretation.
Next, we allow for a variable number of QCD jets.

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