Simulation

A systematic investigation of evaluation metrics for fast simulations, including two new ones we propose, the Fréchet and kernel physics distances, which we find to be the most sensitive. We also introduce the generative adversarial particle transformer (GAPT) model, which is significantly faster than MPGAN.

With the increase in luminosity and detector granularity, simulation will be a significant computational challenge in the HL-LHC. To …