18 citations · 18 across the 3 of their papers we have counts for
4 papers
Learning with Hidden Factorial Structure
Charles Arnal, Clement Berenfeld, Simon Rosenberg +1
Statistical learning in high-dimensional spaces is challenging without a strong underlying data structure. Recent advances with foundational models suggest that text and image data…
Seriation of Toeplitz and latent position matrices: optimal rates and computational trade-offs
Clément Berenfeld, Alexandra Carpentier, Nicolas Verzelen
In this paper, we consider the problem of seriation of a permuted structured matrix based on noisy observations. The entries of the matrix relate to an expected quantification of i…
Estimating the reach of a manifold via its convexity defect function
Clément Berenfeld, John Harvey, Marc Hoffmann +1
The reach of a submanifold is a crucial regularity parameter for manifold learning and geometric inference from point clouds. This paper relates the reach of a submanifold to its c…
Density estimation on an unknown submanifold
Clément Berenfeld, Marc Hoffmann
We investigate density estimation from a -sample in the Euclidean space , when the data is supported by an unknown submanifold of possibly unknown dimension $d…