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Data Scientist and PhD Candidate

Quantmetry – Capgemini Invent

• Small fiber neuropathy detection in skin biopsy images: developed algorithms for assisted diagnosis, co-inventor of diagnostic device (Patent Application No. 22 00588), and participation in retrospective/prospective clinical trials.
• Development of the MAPIE library for Conformal Prediction (focus on multiclass and multilabel tasks); presented at DFUQ workshop (ICML 2022) and COPA 2023.
• Adaptive recall control for semantic segmentation: methodology providing recall guarantees and dynamic thresholding.
• Uncertainty quantification for follicle detection in mouse ovaries: integrated biological priors to improve reliability.
• Novel conformal prediction methods for Gaussian Processes regression with robust theoretical coverage guarantees.

PhD in Computer Science / Applied Mathematics

Paris-Saclay University, STIC Doctoral School

Mathematics and Informatics

Undergraduate and Master

Toulouse School of Economics (TSE) & Paul Sabatier University, Toulouse

Econometrics and Statistics

• Deep Learning
• Computer Vision
• NLP
• Big Data
• Scoring
• Time Series
• Data Mining
• Graph Theory

Preparatory Class

Lycée Pothier, Orléans

Literature and Social Sciences (B/L)

Conformal Approach to Gaussian Process Surrogate Evaluation with Marginal Coverage Guarantees

Journal of Machine Learning for Modeling and Computing

Edgar Jaber, Vincent Blot, N.J.-B. Brunel, et al. Vol. 6, No. 3, pp. 37–68.

Efficient Precision Control in Object Detection Models for Enhanced and Reliable Ovarian Follicle Counting

UNSURE 2024, LNCS 15167, Springer

V. Blot, C.H. Sudre, R. Mehta, et al.

Automatically Adaptive Conformal Risk Control

AISTATS 2025

Vincent Blot, A.N. Angelopoulos, M.I. Jordan, N.J.-B. Brunel. Poster session.

Flexible and Systematic Uncertainty Estimation with Conformal Prediction via the MAPIE Library

COPA 2023

T. Cordier, V. Blot, L. Lacombe, T. Morzadec, A. Capitaine, N. Brunel.

MAPIE: An Open-Source Library for Distribution-Free Uncertainty Quantification

arXiv

V. Taquet, V. Blot, T. Morzadec, L. Lacombe, N. Brunel.

MAPIE