3 papers
stat.ML2024
Linear causal disentanglement via higher-order cumulants
Paula Leyes Carreno, Chiara Meroni, Anna Seigal
Linear causal disentanglement is a recent method in causal representation learning to describe a collection of observed variables via latent variables with causal dependencies betw…
math.OC2024
Maximizing Slice-Volumes of Semialgebraic Sets using Sum-of-Squares Programming
Jared Miller, Chiara Meroni, Matteo Tacchi +1
This paper presents an algorithm to maximize the volume of an affine slice through a given semialgebraic set. This slice-volume task is formulated as an infinite-dimensional linear…
math.AG2024
The algebraic degree of the Wasserstein distance
Chiara Meroni, Bernhard Reinke, Kexin Wang
Given two rational univariate polynomials, the Wasserstein distance of their associated measures is an algebraic number. We determine the algebraic degree of the squared Wasserstei…