Invertible networks or partons to detector and back again

Invertible networks or partons to detector and back again

Blog Article

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 click here 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.

We unfold detector effects and QCD radiation to a pre-defined hard process, again with a per-event probabilistic interpretation over parton-level kt196 torque converter phase space.