Machine Learning in Nuclear Physics

Back to the ESNT page

8-12 December 2025 (TBC) 

 

PROGRAM   

Machine Learning in Nuclear Physics: Integrative Approaches Across Disciplinary Boundaries


Organizers:  J.-P. Ebran (CEA DAM, DIF), A. Pastore (CEA DES IRESNE), D. Regnier (CEA DAM DIF, contact [at] cea.fr)

 

 

Nuclear physics research confronts increasingly complex computational and analytical challenges characterized by (i) high-dimensional, non-linear systems, (ii) massive experimental datasets, (iii) computational limitations in traditional modeling approaches and (iv) increasing complexity of theoretical frameworks.

Machine learning (ML) and artificial intelligence (AI) represent a paradigm shift in addressing these fundamental challenges, offering transformative methodological innovations across multiple research domains.

This workshop will focus on fostering collaborations between experts from CEA DAM, DRF, and DES, as well as external specialists in AI and nuclear physics. By uniting diverse expertise, we aim to identify key challenges in nuclear physics where AI can provide transformative solutions, establish methodological frameworks for integrating AI into existing research pipelines and define a strategic roadmap for future research and collaborations in this field.


In summary, the goal of the workshop is to bring together experts from CEA DAM, DRF, and DES to explore ML/AI applications in:
• Nuclear structure modeling
• Fission dynamics
• Nuclear data evaluation
• Experimental data analysis

 

 

Talks - potential speakers to be announced in Sept.

 

 

 

 

Preliminary program 

 

 

 

 Monday 

8th Dec.

 

Tuesday

9

 Wednesday 

10

Thursday

11 

Friday

12

9h30 OPENING Talk  Talk  Talk   Talk

10h45

Break Break Break Break Break
11h  Lecture I Talk  Talk  Talk 

      Talk    

11h45 Lecture II Talk  Talk  Talk   
12h30 Lunch

Lunch

Lunch

Lunch Lunch
14h Talk Talk  Talk  Talk  Talk
14h45 Break Break Break Break Talk
15h15 Talk  Discussions  Discussions  Discussions   
16h15 Discussions Discussions

Discussions

Discussions  
16h30 End

End

End 

 End

End

 

 

 

 

 

 

 

 

 

 

 

Retour accueil ESNT      Back to the ESNT page

 

Création-contact Web ESNT : Valérie Lapoux

#133 - Mise à jour : 29/01/2025
Retour en haut