Transport-based Counterfactual Models

Transport-based Counterfactual Models

30 August 2021

Alberto González Sanz

Nicholas M. Asher

Jean-Michel Loubes

Papers citing "Transport-based Counterfactual Models"

10 / 10 papers shown

Title
A primer on optimal transport for causal inference with observational data Florian F Gunsilius OT CML 73 0 0 10 Mar 2025
Optimal transport and Wasserstein distances for causal models Patrick Cheridito Stephan Eckstein OT 31 7 0 24 Mar 2023
Local and Regional Counterfactual Rules: Summarized and Robust Recourses Salim I. Amoukou Nicolas Brunel 18 0 0 29 Sep 2022
Quantile-constrained Wasserstein projections for robust interpretability of numerical and machine learning models Marouane Il Idrissi Nicolas Bousquet Fabrice Gamboa Bertrand Iooss Jean-Michel Loubes 27 2 0 23 Sep 2022
An improved central limit theorem and fast convergence rates for entropic transportation costs E. del Barrio Alberto González Sanz Jean-Michel Loubes Jonathan Niles-Weed OT 26 32 0 19 Apr 2022
Selection, Ignorability and Challenges With Causal Fairness Jake Fawkes R. Evans Dino Sejdinovic 80 19 0 28 Feb 2022
Fairness constraint in Structural Econometrics and Application to fair estimation using Instrumental Variables S. Centorrino J. Florens Jean-Michel Loubes FaML 15 0 0 16 Feb 2022
Entropic estimation of optimal transport maps Aram-Alexandre Pooladian Jonathan Niles-Weed OT 74 105 0 24 Sep 2021
An Optimal Transport Approach to Estimating Causal Effects via Nonlinear Difference-in-Differences William Torous F. Gunsilius Philippe Rigollet OT 33 15 0 12 Aug 2021
On the Fairness of Causal Algorithmic Recourse Julius von Kügelgen Amir-Hossein Karimi Umang Bhatt Isabel Valera Adrian Weller Bernhard Schölkopf FaML 72 82 0 13 Oct 2020