20–22 avr. 2022
École Normale Supérieure, Paris
Fuseau horaire Europe/Paris

Cosmological Applications of Truncated Marginal Neural Ratio Estimation

Confirmed
21 avr. 2022, 16:10
15m
École Normale Supérieure, Paris

École Normale Supérieure, Paris

45 rue d'Ulm Paris, France
Talk (submitted) Talks

Orateur

Alex Cole (University of Amsterdam)

Description

I will describe some applications of Truncated Marginal Neural Ratio Estimation (TMNRE) to cosmological simulation-based inference. In particular, I will report on using SBI for CMB power spectra (based on https://arxiv.org/abs/2111.08030) and realistic 21cm simulations (work in progress). Along the way, I plan to discuss some thoughts on how to incorporate active learning scenarios with high-dimensional nuisance parameter spaces, as well as criteria we need to trust results generated via simulation-based inference.

Auteur principal

Alex Cole (University of Amsterdam)

Documents de présentation

Aucun document.