Postdoc in the dynamics of high-dimensional disordered systems (M/F)

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Laboratoire de physique théorique et modèles statistiques

ORSAY • Essonne

  • Researcher in FTC
  • 24 months
  • Doctorate

This offer is available in English version

This offer is open to people with a document recognizing their status as a disabled worker.

Offer at a glance

The Unit

Laboratoire de physique théorique et modèles statistiques

Contract Type

Researcher in FTC

Working hHours

Full Time

Workplace

91405 ORSAY

Contract Duration

24 months

Date of Hire

01/12/2026

Remuneration

3131,32€ et 3 569,85€ gross per month

Apply Application Deadline : 09 October 2026 23:59

Job Description

Missions

The postdoctoral researcher will investigate out-of-equilibrium dynamics in high-dimensional disordered systems (including models relevant to machine learning and optimization) by characterizing the fixed points (metastable states, attractors) of the governing dynamical equations and the pathways connecting them. The focus will be on the geometry of high-dimensional random landscapes: identifying atypical, yet not rare, clusters of metastable states and low-energy pathways between them, and determining when and how constrained dynamical trajectories select these structures over more typical ones.

Activity

The postdoc will (a) contribute to the research tasks, using both analytical and numerical methods, contributing to numerical validation of analytical predictions where relevant; (b) write up results for publication and present them at group meetings, workshops, and conferences; (c) co-supervise a Master 2 intern on the research topics connected to the project.

Your Profil

Skills

Candidates should hold a recent PhD in theoretical/statistical physics, applied mathematics, or a related quantitative field. A background in the theory of high-dimensional systems and hands-on expertise in the technical toolkit of disordered systems (replica methods, dynamical mean-field theory) are appreciated. Experience with models and questions arising in machine learning theory (loss landscapes, generalization, high-dimensional optimization) is a strong asset, given the project's connections to that area.

Your Work Environment

The position is hosted at LPTMS (Laboratoire de Physique Théorique et Modèles Statistiques), CNRS / Université Paris-Saclay. Valentina Ros will directly supervise the postdoc. The postdoc will likely interact closely with the collaborators in the Paris Saclay area, such as P. Urbani (IPhT), A. Rosso (LPTMS), C. Furtlehner, S. Chibbaro (LISN). The postdoc will have dedicated funding for conferences and computing equipment.

Constraints and risks

The position primarily involves analytical and, to a lesser extent, numerical work, with no specific physical or safety constraints. Given the theoretical and exploratory nature of some of the research tasks, some flexibility and tolerance for open-ended, iterative research directions is expected.

Compensation and benefits

Compensation

3131,32€ et 3 569,85€ gross per month

Annual leave and RTT

44 jours

Remote Working practice and compensation

Pratique et indemnisation du TT

Transport

Prise en charge à 75% du coût et forfait mobilité durable jusqu’à 300€

About the offer

Offer reference UMR8626-VALROS-002
CN Section(s) / Research Area Physical chemistry, theoretical and analytic
Relevant experience 1 to 4 years

About the CNRS

The CNRS is a major player in fundamental research on a global scale. The CNRS is the only French organization active in all scientific fields. Its unique position as a multi-specialist allows it to bring together different disciplines to address the most important challenges of the contemporary world, in connection with the actors of change.

CNRS

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Postdoc in the dynamics of high-dimensional disordered systems (M/F)

Researcher in FTC • 24 months • Doctorate • ORSAY

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