Fair Regression with Wasserstein Barycenters

12 June 2020

Papers citing "Fair Regression with Wasserstein Barycenters"

23 / 23 papers shown

Title
Fairness Perceptions in Regression-based Predictive Models Mukund Telukunta Venkata Sriram Siddhardh Nadendla Morgan Stuart Casey Canfield 43 0 0 08 May 2025
Machine Learning Fairness in House Price Prediction: A Case Study of America's Expanding Metropolises Abdalwahab Almajed Maryam Tabar Peyman Najafirad AI4TS 28 0 0 02 May 2025
Intersectional Divergence: Measuring Fairness in Regression Joe Germino Nuno Moniz Nitesh V. Chawla FaML 65 0 0 01 May 2025
ReLU integral probability metric and its applications Yuha Park Kunwoong Kim Insung Kong Yongdai Kim 48 0 0 26 Apr 2025
Counterfactual Fairness by Combining Factual and Counterfactual Predictions Zeyu Zhou Tianci Liu Ruqi Bai Jing Gao Murat Kocaoglu David I. Inouye 49 2 0 03 Sep 2024
Multi-Output Distributional Fairness via Post-Processing Gang Li Qihang Lin Ayush Ghosh Tianbao Yang 49 0 0 31 Aug 2024
On the Nonconvexity of Push-Forward Constraints and Its Consequences in Machine Learning Lucas de Lara Mathis Deronzier Alberto González Sanz Virgile Foy 22 0 0 12 Mar 2024
Geospatial Disparities: A Case Study on Real Estate Prices in Paris Agathe Fernandes Machado Franccois Hu Philipp Ratz E. Gallic Arthur Charpentier 32 1 0 29 Jan 2024
A Sequentially Fair Mechanism for Multiple Sensitive Attributes Franccois Hu Philipp Ratz Arthur Charpentier FaML 16 6 0 12 Sep 2023
Fairness Explainability using Optimal Transport with Applications in Image Classification Philipp Ratz Franccois Hu Arthur Charpentier 15 0 0 22 Aug 2023
Fairness in Multi-Task Learning via Wasserstein Barycenters Franccois Hu Philipp Ratz Arthur Charpentier 32 10 0 16 Jun 2023
Counterfactual Situation Testing: Uncovering Discrimination under Fairness given the Difference Jose M. Alvarez Salvatore Ruggieri 27 13 0 23 Feb 2023
Fairguard: Harness Logic-based Fairness Rules in Smart Cities Yiqi Zhao Ziyan An Xuqing Gao Ayan Mukhopadhyay Meiyi Ma AI4TS 11 1 0 22 Feb 2023
Fairness-aware Regression Robust to Adversarial Attacks Yulu Jin Lifeng Lai FaML OOD 18 4 0 04 Nov 2022
Error Parity Fairness: Testing for Group Fairness in Regression Tasks Furkan Gursoy I. Kakadiaris 25 4 0 16 Aug 2022
Should Bank Stress Tests Be Fair? P. Glasserman M. Li 8 1 0 27 Jul 2022
Fairness constraint in Structural Econometrics and Application to fair estimation using Instrumental Variables S. Centorrino J. Florens Jean-Michel Loubes FaML 20 1 0 16 Feb 2022
Obtaining Dyadic Fairness by Optimal Transport Moyi Yang Junjie Sheng Xiangfeng Wang Wenyan Liu Bo Jin Jun Wang H. Zha 21 6 0 09 Feb 2022
Optimal Transport of Classifiers to Fairness Maarten Buyl T. D. Bie FaML 11 10 0 08 Feb 2022
Fairness guarantee in multi-class classification Christophe Denis Romuald Elie Mohamed Hebiri Franccois Hu FaML 35 47 0 28 Sep 2021
Understanding and Mitigating Accuracy Disparity in Regression Jianfeng Chi Yuan Tian Geoffrey J. Gordon Han Zhao 18 25 0 24 Feb 2021
A statistical framework for fair predictive algorithms K. Lum J. Johndrow FaML 177 104 0 25 Oct 2016
High-dimensional generalized linear models and the lasso Sara van de Geer 189 749 0 04 Apr 2008