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Machine Learning and Optimization● Open⏰ 0 days leftPreview

PhD Position: Stopping Rules for Least-Mean Squares via Anytime-Valid Confidence Sequence

Join the SIERRA team at Inria Paris to develop advanced optimization algorithms for machine learning.

Best for:Best for candidates with a strong background in machine learning and a passion for statistical optimization.

Inria · Paris, France · R1 · First-stage researcher
More professors at Inria
Machine LearningOptimization AlgorithmsStatistical MethodsLeast-Mean SquaresConfidence Sequences
Deadline
Oct 15, 2026
0 days
Funding
—
3 years
Start date
2026-09-01
Fixed-term
Location
Paris
France

Overview

Inria is offering a three-year doctoral position within the SIERRA project team in Paris. The research focuses on developing new optimization algorithms, specifically investigating stopping rules for least-mean squares using anytime-valid confidence sequences. The successful candidate will conduct high-level research in machine learning and statistical methods. Applicants are expected to contribute to the team's ongoing research and innovation efforts in digital sciences.

PhDMachine LearningOptimizationStatisticsInriaParisAlgorithms

What you'll do

  • Conduct original research in machine learning and statistical optimization.
  • Develop and analyze new optimization algorithms.
  • Investigate stopping rules for least-mean squares.
  • Collaborate with the SIERRA project team on research projects.
  • Prepare and publish research findings in academic venues.
  • Participate in the scientific life of the Inria research center.

Requirements

Degree required: Master's degree in Machine Learning or equivalent

Degree offered: PhD

Language: English (professional proficiency required for research).

Instruction: English

Required skills
  • Strong academic background in machine learning.
  • Proficiency in mathematical optimization.
  • Ability to conduct independent research.
Nice to have
Experience with statistical analysis.Familiarity with anytime-valid inference methods.
Eligibility
  • Must hold a Master's degree (Bac + 5) or equivalent.
  • Must be eligible to work in France.
  • Subject to security clearance for Restricted Regime Zones (ZRR).

Funding & terms

Type
Unknown
Amount
—
Duration
3 years
Programme
Inria
Inria

How to apply

Deadline: 2026-10-15

Applications must be submitted exclusively through the official Inria online portal. Candidates should follow the instructions provided on the job posting page to ensure their application is processed.

Documents required
  • CV
  • Cover letter
  • Academic transcripts
↗Apply on site

Contact

FB
Prof.
Francis Bach
Centre Inria de Paris
Lab
SIERRA
Inria
France
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