Optimal Transport for Fairness: Archival Data Repair using Small Research Data Sets

20 March 2024

Papers citing "Optimal Transport for Fairness: Archival Data Repair using Small Research Data Sets"

10 / 10 papers shown

Title
Estimating and Implementing Conventional Fairness Metrics With Probabilistic Protected Features Hadi Elzayn Emily Black Patrick Vossler Nathanael Jo Jacob Goldin Daniel E. Ho 45 5 0 02 Oct 2023
On Robust Optimal Transport: Computational Complexity and Barycenter Computation Khang Le Huy Le Nguyen Quang H. Nguyen Tung Pham Hung Bui Nhat Ho OT 69 38 0 13 Feb 2021
Fairness in Machine Learning: A Survey Simon Caton C. Haas FaML 102 646 0 04 Oct 2020
Fair Regression with Wasserstein Barycenters Evgenii Chzhen Christophe Denis Mohamed Hebiri L. Oneto Massimiliano Pontil 80 108 0 12 Jun 2020
Feature Robust Optimal Transport for High-dimensional Data Mathis Petrovich Chao Liang Ryoma Sato Yanbin Liu Yao-Hung Hubert Tsai Linchao Zhu Yi Yang Ruslan Salakhutdinov M. Yamada OT OOD 60 7 0 25 May 2020
Computational Optimal Transport Gabriel Peyré Marco Cuturi OT 235 2,151 0 01 Mar 2018
A comparative study of fairness-enhancing interventions in machine learning Sorelle A. Friedler C. Scheidegger Suresh Venkatasubramanian Sonam Choudhary Evan P. Hamilton Derek Roth FaML 109 648 0 13 Feb 2018
Joint Distribution Optimal Transportation for Domain Adaptation Nicolas Courty Rémi Flamary Amaury Habrard A. Rakotomamonjy OT OOD 88 568 0 24 May 2017
Certifying and removing disparate impact Michael Feldman Sorelle A. Friedler John Moeller C. Scheidegger Suresh Venkatasubramanian FaML 206 1,996 0 11 Dec 2014
Sinkhorn Distances: Lightspeed Computation of Optimal Transportation Distances Marco Cuturi OT 220 4,289 0 04 Jun 2013