Showing 2025Show all
2 papers · 1 filter
stat.ME2025
Monge-Kantorovich quantiles and ranks for image data
Gauthier Thurin
This paper defines quantiles, ranks and statistical depths for image data by leveraging ideas from measure transportation. The first step is to embed a distribution of images in a…
stat.ML2025
Optimal Transport-based Conformal Prediction
Gauthier Thurin, Kimia Nadjahi, Claire Boyer
Conformal Prediction (CP) is a principled framework for quantifying uncertainty in blackbox learning models, by constructing prediction sets with finite-sample coverage guarantees.…