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2–13 juin 2025
Institut Pascal
Fuseau horaire Europe/Paris

Machine learning in cosmology: Using emulators to accelerate inference for Stage-IV surveys

13 juin 2025, 12:00
20m
Institut Pascal

Institut Pascal

Rue André Rivière 91400 Orsay France

Orateur

Ivan Sladoljev (Royal Holloway)

Description

In my talk, I will talk about the development of a large emulator library, designed to streamline the exploration and inference of different cosmological models being used in the Stage-IV survey analysis. This library serves as a bridge between different theoretical predictions and observational data, offering fast, accurate interpolations of key cosmological quantities. Built upon a suite of precomputed datasets, spanning diverse parameter spaces and models, the emulator enables efficient likelihood evaluations and parameter inference for large-scale surveys. We will discuss the methodology behind constructing the emulators, including the choice of cosmological models, sampling strategies, and validation techniques.

Documents de présentation

Aucun document.