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-26-0305  
                
        
                
                
                
                
             
	Direction
DRF
Thesis topic details
	Category
Corpuscular physics and outer space
	Thesis topics
TRANSFORMER: from the genealogy of dark matter halos to the baryonic properties of galaxy clusters.
	Contract
Thèse
	Job description
	The thesis proposes to predict the baryonic properties of galaxy clusters based on the history of dark matter halo formation, using innovative neural networks (Transformers). The work will involve intensive numerical simulations. This project falls within the general framework of determining cosmological parameters through the observation of galaxy clusters in X-rays. It is directly linked to the international Heritage programme in the XMM-Euclid FornaX deep field.
 
	University / doctoral school
Astronomie et Astrophysique d’Île de France (ED A&A)
Paris-Saclay
Thesis topic location
	Site
Saclay
Requester
	Position start date
01/10/2026
	Person to be contacted by the applicant
PIERRE Marguerite  marguerite.pierre@cea.fr
 marguerite.pierre@cea.fr
CEA
DRF/IRFU/DAP/LCS
CEA/Saclay
 0169083492
 0169083492
	Tutor / Responsible thesis director
PIERRE Marguerite  marguerite.pierre@cea.fr
 marguerite.pierre@cea.fr
CEA
DRF/IRFU/DAP/LCS
CEA/Saclay
 0169083492
 0169083492
	En savoir plus
https://fornax.cosmostat.org/
https://irfu.cea.fr/dap/cosmologie-et-statistiques/