FairPlay: A Collaborative Approach to Mitigate Bias in Datasets for Improved AI Fairness

FairPlay: A Collaborative Approach to Mitigate Bias in Datasets for Improved AI Fairness

22 April 2025

Mithilesh Singh

Anthony J. Ripa

ArXiv (abs)PDF HTML

Papers citing "FairPlay: A Collaborative Approach to Mitigate Bias in Datasets for Improved AI Fairness"

12 / 12 papers shown

Title
D-BIAS: A Causality-Based Human-in-the-Loop System for Tackling Algorithmic Bias Bhavya Ghai Klaus Mueller 77 40 0 10 Aug 2022
Fairness in Machine Learning: A Survey Simon Caton C. Haas FaML 106 650 0 04 Oct 2020
FairSight: Visual Analytics for Fairness in Decision Making Yongsu Ahn Y. Lin 72 125 0 01 Aug 2019
The What-If Tool: Interactive Probing of Machine Learning Models James Wexler Mahima Pushkarna Tolga Bolukbasi Martin Wattenberg F. Viégas Jimbo Wilson VLM 93 495 0 09 Jul 2019
Inherent Tradeoffs in Learning Fair Representations Han Zhao Geoffrey J. Gordon FaML 70 218 0 19 Jun 2019
Improving fairness in machine learning systems: What do industry practitioners need? Kenneth Holstein Jennifer Wortman Vaughan Hal Daumé Miroslav Dudík Hanna M. Wallach FaML HAI 258 773 0 13 Dec 2018
Aequitas: A Bias and Fairness Audit Toolkit Pedro Saleiro Benedict Kuester Loren Hinkson J. London Abby Stevens Ari Anisfeld Kit T. Rodolfa Rayid Ghani 120 328 0 14 Nov 2018
A Reductions Approach to Fair Classification Alekh Agarwal A. Beygelzimer Miroslav Dudík John Langford Hanna M. Wallach FaML 230 1,107 0 06 Mar 2018
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments Alexandra Chouldechova FaML 304 2,131 0 24 Oct 2016
Equality of Opportunity in Supervised Learning Moritz Hardt Eric Price Nathan Srebro FaML 236 4,341 0 07 Oct 2016
Inherent Trade-Offs in the Fair Determination of Risk Scores Jon M. Kleinberg S. Mullainathan Manish Raghavan FaML 122 1,783 0 19 Sep 2016
Order-independent constraint-based causal structure learning Diego Colombo Marloes H. Maathuis CML 132 607 0 14 Nov 2012