Vincent Blot

According to our database, Vincent Blot authored at least 6 papers between 2022 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Conformal predictions and risk control in machine learning models to improve performance and human decision-making. (Prédictions conformes et contrôle du risque dans les modèles d'apprentissage automatique pour améliorer la performance et la prise de décision humaine).

Vincent Blot

PhD thesis, 2025

Automatically Adaptive Conformal Risk Control.

Vincent Blot, Anastasios Nikolas Angelopoulos, Michael I. Jordan, Nicolas J.-B. Brunel

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2025

2024

Conformal Approach To Gaussian Process Surrogate Evaluation With Coverage Guarantees.

Edgar Jaber, Vincent Blot, Nicolas J.-B. Brunel, Vincent Chabridon, Emmanuel Remy, Bertrand Iooss, Didier Lucor, Mathilde Mougeot, Alessandro Leite

CoRR, 2024

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

Vincent Blot, Alexandra Lorenzo de Brionne, Ines Sellami, Olivier Trassard, Isabelle Beau, Charlotte Sonigo, Nicolas J.-B. Brunel

Proceedings of the Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, 2024

2023

Flexible and Systematic Uncertainty Estimation with Conformal Prediction via the MAPIE library.

Thibault Cordier, Vincent Blot, Louis Lacombe, Thomas Morzadec, Arnaud Capitaine, Nicolas J.-B. Brunel

Proceedings of the Conformal and Probabilistic Prediction with Applications, 2023

2022

MAPIE: an open-source library for distribution-free uncertainty quantification.

Vianney Taquet, Vincent Blot, Thomas Morzadec, Louis Lacombe, Nicolas J.-B. Brunel

CoRR, 2022