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Université Paris-Saclay

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PhD in Computer Science: Modelling of Uncertainties on Rounding and Input Data at Université Paris-Saclay Université Paris-Saclay in France

Degree Level

PhD

Field of study

Computer Science

Funding

Full funding available

Deadline

Aug 31, 2026

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Country

France

University

Université Paris-Saclay

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Keywords

Computer Science
Mathematics
Artificial Intelligence
Mathematical Modeling
Accuracy
Statistics
compututional

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About this position

Call for applications for a fully funded PhD in Computer Science at Université Paris-Saclay, France, on Modelling of Uncertainties on Rounding and Input Data.

This doctoral project sits at the intersection of computer science, mathematics, probability, statistics, numerical computing, and mathematical modelling. The research focuses on stochastic arithmetic, rounding errors, numerical precision, numerical simulation, and methods for improving computational accuracy while reducing computational cost and energy use.

The thesis is hosted at the Computer Science Laboratory – Parallelism Networks and Distributed Algorithms under the Information and Communication Sciences and Technologies Doctoral School. Supervision is by Devan Sohier with co-supervision by Pablo de Oliveira Castro, and additional collaboration from El Mehdi El Arar.

The project investigates how rounding errors accumulate in long computations, how stochastic rounding can be used as an alternative to deterministic round-to-nearest, and how probabilistic models can help assess code accuracy. It also explores asymptotic behavior, average-case analysis, and statistical inference for precision analysis in numerical codes and AI-related computation.

Funding: ANR-funded doctoral contract. The post states that the PhD is fully funded.

Eligibility highlights: strong background in computer science and/or mathematics; interest in probability and statistics; motivation to apply mathematical tools to computational problems.

Deadline: 31 August 2026 at 23:59. Start date: 1 October 2026.

Applications should be submitted via the Université Paris-Saclay PhD application portal.

Funding details

Full funding including tuition fees and living expenses is available for this position. The scholarship covers all educational costs and provides a monthly stipend.

How to apply

Please submit your application including a cover letter, CV, academic transcripts, and contact information for two references. Applications should be sent via the online portal before the deadline.

More information can be found here

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