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CosmoPower-JAX: high-dimensional Bayesian inference with differentiable cosmological emulators

We present CosmoPower-JAX, a JAX-based implementation of the CosmoPower framework, which accelerates cosmological inference by building neural emulators of cosmological power spectra. We show how, using the automatic differentiation, batch evaluation and just-in-time compilation features of JAX, and...

Disgrifiad llawn

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Prif Awduron: Davide Piras, Alessio Spurio Mancini
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: Maynooth Academic Publishing 2023-06-01
Cyfres:The Open Journal of Astrophysics
Mynediad Ar-lein:https://doi.org/10.21105/astro.2305.06347
Tagiau: Ychwanegu Tag
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