Jet Diffusion versus JetGPT -- Modern Networks for the LHC

Anja Butter, Nathan Huetsch, Sofia Palacios Schweitzer +3

We introduce two diffusion models and an autoregressive transformer for LHC physics simulations. Bayesian versions allow us to control the networks and capture training uncertainti…