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Bayesian Inference with Differentiable Simulators for the Joint Analysis of Galaxy Clustering and CMB Le

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Thesis topic details

General information

Organisation

The French Alternative Energies and Atomic Energy Commission (CEA) is a key player in research, development and innovation in four main areas :
• defence and security,
• nuclear energy (fission and fusion),
• technological research for industry,
• fundamental research in the physical sciences and life sciences.

Drawing on its widely acknowledged expertise, and thanks to its 16000 technicians, engineers, researchers and staff, the CEA actively participates in collaborative projects with a large number of academic and industrial partners.

The CEA is established in ten centers spread throughout France
  

Reference

SL-DRF-25-0351  

Direction

DRF

Thesis topic details

Category

Corpuscular physics and outer space

Thesis topics

Bayesian Inference with Differentiable Simulators for the Joint Analysis of Galaxy Clustering and CMB Lensing

Contract

Thèse

Job description

The goal of this PhD project is to develop a novel joint analysis for the DESI galaxy clustering
and Planck PR4/ACT CMB lensing data, based on numerical simulations of the surveys and
state-of-the-art machine learning and statistical inference techniques. The aim is to overcome
many of the limitations of the traditional approaches and improve the recovery of cosmological
parameters. The joint galaxy clustering - CMB lensing inference will significantly improve
constraints on the growth of structure upon DESI-only analyses and refine even more the test of general relativity.

University / doctoral school

PHENIICS (PHENIICS)
Paris-Saclay

Thesis topic location

Site

Saclay

Requester

Person to be contacted by the applicant

de Mattia Arnaud arnaud.de-mattia@cea.fr
CEA
DRF/IRFU/DPHP/GCOSMO
DRF/Irfu/DPhP
CEA/Saclay
91191 Gif-sur-Yvette Cedex
01 69 08 62 34

Tutor / Responsible thesis director

Burtin Etienne etienne.burtin@cea.fr
CEA
DRF/IRFU/DPHP
IRFU / Université Paris Saclay
Centre de Saclay
F91191 Gif sur Yvette Cedex
01 69 08 53 58

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