On Comparing Fair Classifiers under Data Bias

12 February 2023

Papers citing "On Comparing Fair Classifiers under Data Bias"

14 / 14 papers shown

Title
A Sandbox Tool to Bias(Stress)-Test Fairness Algorithms Nil-Jana Akpinar Manish Nagireddy Logan Stapleton H. Cheng Haiyi Zhu Steven Wu Hoda Heidari 61 14 0 21 Apr 2022
Bayes-Optimal Classifiers under Group Fairness Xianli Zeng Yan Sun Guang Cheng FaML 138 23 0 20 Feb 2022
Post-processing for Individual Fairness Felix Petersen Debarghya Mukherjee Yuekai Sun Mikhail Yurochkin FaML 63 84 0 26 Oct 2021
Fairness in Machine Learning L. Oneto Silvia Chiappa FaML 279 494 0 31 Dec 2020
Does enforcing fairness mitigate biases caused by subpopulation shift? Subha Maity Debarghya Mukherjee Mikhail Yurochkin Yuekai Sun 120 24 0 06 Nov 2020
Fair Classification with Group-Dependent Label Noise Jialu Wang Yang Liu Caleb C. Levy NoLa 39 103 0 31 Oct 2020
Beyond Accuracy: Behavioral Testing of NLP models with CheckList Marco Tulio Ribeiro Tongshuang Wu Carlos Guestrin Sameer Singh ELM 194 1,100 0 08 May 2020
On the Apparent Conflict Between Individual and Group Fairness Reuben Binns FaML 66 311 0 14 Dec 2019
The Frontiers of Fairness in Machine Learning Alexandra Chouldechova Aaron Roth FaML 170 415 0 20 Oct 2018
Classification with Fairness Constraints: A Meta-Algorithm with Provable Guarantees L. E. Celis Lingxiao Huang Vijay Keswani Nisheeth K. Vishnoi FaML 188 308 0 15 Jun 2018
A Reductions Approach to Fair Classification Alekh Agarwal A. Beygelzimer Miroslav Dudík John Langford Hanna M. Wallach FaML 209 1,099 0 06 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 93 640 0 13 Feb 2018
Equality of Opportunity in Supervised Learning Moritz Hardt Eric Price Nathan Srebro FaML 202 4,301 0 07 Oct 2016
Certifying and removing disparate impact Michael Feldman Sorelle A. Friedler John Moeller C. Scheidegger Suresh Venkatasubramanian FaML 179 1,984 0 11 Dec 2014