1 citations · 1 across the 3 of their papers we have counts for
3 papers
cs.AI2025
Canonical Representations of Markovian Structural Causal Models: A Framework for Counterfactual Reasoning
Lucas de Lara
Counterfactual reasoning aims at answering contrary-to-fact questions like ``Would have Alice recovered had she taken aspirin?'' and corresponds to the most fine-grained layer of c…
math.ST2022★ 1 cited
Diffeomorphic Registration using Sinkhorn Divergences
Lucas de Lara, Alberto González-Sanz, Jean-Michel Loubes
The diffeomorphic registration framework enables to define an optimal matching function between two probability measures with respect to a data-fidelity loss function. The non conv…
stat.ML2022
GAN Estimation of Lipschitz Optimal Transport Maps
Alberto González-Sanz, Lucas de Lara, Louis Béthune +1
This paper introduces the first statistically consistent estimator of the optimal transport map between two probability distributions, based on neural networks. Building on theoret…