2 papers
physics.comp-ph2023
Implicit Quantile Networks For Emulation in Jet Physics
B. Kronheim, A. Al Kadhim, M. P. Kuchera +2
The ability to model and sample from conditional densities is important in many physics applications. Implicit quantile networks (IQN) have been successfully applied to this task i…
stat.ME2023
Amortized Simulation-Based Frequentist Inference for Tractable and Intractable Likelihoods
Ali Al Kadhim, Harrison B. Prosper, Olivia F. Prosper
High-fidelity simulators that connect theoretical models with observations are indispensable tools in many sciences. When coupled with machine learning, a simulator makes it possib…