Ask a Question

Prefer a chat interface with context about you and your work?

Invertible networks or partons to detector and back again

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 statistical interpretation. Next, we allow for …