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hep-ph2025
Frequentist Uncertainties on Neural Density Ratios with wifi Ensembles
Sean Benevedes, Jesse Thaler
We introduce wifi ensembles as a novel framework to obtain asymptotic frequentist uncertainties on density ratios, with a particular focus on neural ratio estimation in the context…
hep-ph2025
QCD Theory meets Information Theory
Benoît Assi, Stefan Höche, Kyle Lee +1
We present a novel technique to incorporate precision calculations from quantum chromodynamics into fully differential particle-level Monte-Carlo simulations. By minimizing an info…