Auriane Gabaut
Auriane Gabaut
Toulouse Institute of Mathematics — Office 1R1-207, 118 Rte de Narbonne, F-31062 Toulouse Cedex 9
INSA Toulouse — Office GMM-120, 135 Av de Rangueil, 31077 Toulouse Cedex 4

About

I am a first-year PhD student in Mathematics at the Toulouse Institute of Mathematics (IMT), within the doctoral school EDMITT, under the supervision of François Bachoc and Juliette Chevallier. My current research focuses on post-selection inference for latent variable models.

I hold a PhD in Public Health (Biostatistics) from the doctoral school EDSP2, defended in Novembre 2025. My thesis, conducted at Inria Bordeaux and the Bordeaux Population Health Center (BPH), explored regularization methods for integrating high-dimensional data into mechanistic models in the context of vaccine development applications. It was supervised by Mélanie Prague and co-supervised by Cécile Proust-Lima. The thesis manuscript is available here, and the defense slides can be found here.

I am also actively involved in the statistical and mathematical communities. I am currently President of the Young Statisticians Group of the SFdS. In addition, I am a volunteer for the French Tournament of Young Mathematicians (TFJM²), organized by Animath, where I contribute as a jury member and participate in regional organizing committees as well as problem committees.

Papers & Softwares

Papers

  • Gabaut, A., Thiébaut, R., Proust-Lima, C., Prague, M.
    A Stability-Enhanced Lasso Approach for Covariate Selection in Non-Linear Mixed Effects Model.
    Statistics in Medicine 45(1–2), 2026: e70407. [DOI]

Softwares

  • LSAMBA package for Lasso-SAMBA Algorithm (Stochastic Approximation Model Building Algorithm with Lasso regression for covariate model selection).
    [CRAN page]
  • REMixed package for Regularized Estimation in MIXed effects models.
    [CRAN page] · [Vignette PDF]

Conferences

International conferences — Oral presentations

National conferences — Oral presentations

National conference — Poster

  • 2023 2nd Young Researchers Day (Bordeaux Population Health) — Bordeaux, France — September 25, 2023. (Best Poster Award)

Organized events — Young Statisticians Group (SFdS)

Organized events — BBPH

Teaching

  • Master 1 Public Health
    • 2023–2024 — EPISTA101: Quantitative Approaches in Public Health (tutorials).
    • 2023–2024 — Practical applications in R (computer labs).
    • 2023–2024 — STG101: Supervision of a group project (Simulation-based evaluation of a covariate selection method accounting for correlations between multiple outcomes).
    • 2024–2025 — STG101: Tutor–Reader.
  • Bachelor 3 Maieutics
    • 2023–2025 — Statistics (lectures and tutorials).
  • Medical residency (1st year)
    • 2023–2024 — Statistical Modeling and Introduction to R (lectures and tutorials).
  • Orthoptics (2nd year)
    • 2024–2025 — Course coordinator for Statistics and Epidemiology (Statistics part - lectures and tutorials).

Resume

[Detailed Resume]

Current position

Since Oct. 2025
PhD Student in Mathematics
CNRS, Toulouse Institute of Mathematics, Toulouse Univ. — Toulouse, France
Statistics and Optimization team [team webpage]

Academic background

2023 – 2025
PhD in Public Health (Biostatistics option)
Doctoral school EDSP2
Inria, BPH, Bordeaux Univ. (Bordeaux, France)
Under the supervision of Mélanie Prague and Cécile Proust-Lima.
SISTM team [team webpage], BIOSTAT team [team webpage]

Title: Regularization methods for the integration of high-dimensional data into mechanistic models: application to vaccine development.

Keywords: mechanistic models; latent variable models; high-dimensional data; biomarkers; vaccination; data modeling.

Jury:
[Manuscript PDF] · [Slides PDF]
2020 – 2023
Magistère in Fundamental and Applied Mathematics
Université Paris-Saclay (Orsay, France)
  • M2 — Mathematics for Life Sciences (MSV) (2022–2023)
           Funded by the FMJH Foundation (Sophie Germain Master Scholarship, 2022)
  • M1 — Fundamental Mathematics (2021–2022)
  • L3 — Fundamental and Applied Mathematics (LDD3) (2020–2021)

[Manuscript PDF]
2017 – 2020
Classes Préparatoires aux Grandes Écoles (CPGE)
Lycée Clémenceau (Reims, France)
MP* (Engineering Sciences option)
Awarded the Lemaresquier Prize (Association of former students of Lycée Clémenceau).

Divers

Current activities

Since 2024
Elected member since may 2024.
Since 2021
Jury member and jury president;
Involved in Bordeaux tournament organizing committees and problem committees (since 2024) and in Toulouse tournament organizing committees (since 2026).
Hobbies
Running, bouldering, cycling, trekking and hiking... lot of things that implies moving from point A to point B, both vertically and horizontally.
Puzzles & brainteasers.

Past activities

2025- 2026
EGMO 2026 (9th-15th of April 2026, in Bordeaux, France)
Member of the organizing team and Chief Guide.
2024– 2025
Blooming members of Bordeaux Population Health (BBPH) — Young Researchers Association of the Bordeaux Population Health center
Co-head of the communication unit (communication & social media) from april 2024 to april 2025.
2021 – 2022
Mathematics Student Association — Université Paris-Saclay
Vice-president (academic year 2021–2022).
2020 & 2021
Université Paris-Saclay — Graduate School of Mathematics
Temporary employee: assistance in the organization of graduation ceremonies.

Address

Toulouse Institute of Mathematics
Bâtiment 1R1, office 207
118, Rte de Narbonne
F-31062 Toulouse Cedex 9
INSA Toulouse
Office GMM-120
135, Avenue de Rangueil
31077 Toulouse Cedex 4