James O'Connor Baldwin

Inductive Biases in Field-level Cosmological Inference from Galaxy Catalogs

Abstract We perform field-level likelihood-free inference of the matter density parameter Ω m from simulated galaxy catalogs using machine learning models with differing inductive biases. Using hydrodynamic simulations from CAMELS, we examine how observable choice and architectur...