The Equity Framework: Fairness Beyond Equalized Predictive Outcomes

18 April 2022

Papers citing "The Equity Framework: Fairness Beyond Equalized Predictive Outcomes"

28 / 28 papers shown

Title
RAWLSNET: Altering Bayesian Networks to Encode Rawlsian Fair Equality of Opportunity David Liu Zohair Shafi W. Fleisher Tina Eliassi-Rad Scott Alfeld 42 9 0 16 Mar 2021
Measuring Model Biases in the Absence of Ground Truth Osman Aka Ken Burke Alex Bauerle Christina Greer Margaret Mitchell 47 35 0 05 Mar 2021
Survey on Causal-based Machine Learning Fairness Notions K. Makhlouf Sami Zhioua C. Palamidessi FaML 51 85 0 19 Oct 2020
The Strategic Perceptron Saba Ahmadi Hedyeh Beyhaghi Avrim Blum Keziah Naggita 45 49 0 04 Aug 2020
On Fair Selection in the Presence of Implicit Variance V. Emelianov Nicolas Gast Krishna P. Gummadi Patrick Loiseau 120 37 0 24 Jun 2020
Statistical Equity: A Fairness Classification Objective Ninareh Mehrabi Yuzhong Huang Fred Morstatter FaML 37 10 0 14 May 2020
Interventions for Ranking in the Presence of Implicit Bias L. E. Celis Anay Mehrotra Nisheeth K. Vishnoi 61 65 0 23 Jan 2020
Measurement and Fairness Abigail Z. Jacobs Hanna M. Wallach 78 390 0 11 Dec 2019
Strategic Classification is Causal Modeling in Disguise John Miller S. Milli Moritz Hardt 59 113 0 23 Oct 2019
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 568 4,353 0 23 Aug 2019
The Sensitivity of Counterfactual Fairness to Unmeasured Confounding Niki Kilbertus Philip J. Ball Matt J. Kusner Adrian Weller Ricardo M. A. Silva 69 58 0 01 Jul 2019
Fairness Through Causal Awareness: Learning Latent-Variable Models for Biased Data David Madras Elliot Creager T. Pitassi R. Zemel FaML 56 133 0 07 Sep 2018
The Disparate Effects of Strategic Manipulation Lily Hu Nicole Immorlica Jennifer Wortman Vaughan 111 165 0 27 Aug 2018
The Social Cost of Strategic Classification S. Milli John Miller Anca Dragan Moritz Hardt 47 181 0 25 Aug 2018
How Do Classifiers Induce Agents To Invest Effort Strategically? Jon M. Kleinberg Manish Raghavan 90 144 0 13 Jul 2018
Fairness Under Composition Cynthia Dwork Christina Ilvento FaML 85 126 0 15 Jun 2018
Datasheets for Datasets Timnit Gebru Jamie Morgenstern Briana Vecchione Jennifer Wortman Vaughan Hanna M. Wallach Hal Daumé Kate Crawford 264 2,184 0 23 Mar 2018
Selection Problems in the Presence of Implicit Bias Jon M. Kleinberg Manish Raghavan 55 93 0 04 Jan 2018
Word Embeddings Quantify 100 Years of Gender and Ethnic Stereotypes Nikhil Garg L. Schiebinger Dan Jurafsky James Zou AI4TS 69 965 0 22 Nov 2017
Strategic Classification from Revealed Preferences Jinshuo Dong Aaron Roth Zachary Schutzman Bo Waggoner Zhiwei Steven Wu 87 178 0 22 Oct 2017
Runaway Feedback Loops in Predictive Policing D. Ensign Sorelle A. Friedler Scott Neville C. Scheidegger Suresh Venkatasubramanian 63 346 0 29 Jun 2017
Fairness in Criminal Justice Risk Assessments: The State of the Art R. Berk Hoda Heidari S. Jabbari Michael Kearns Aaron Roth 51 998 0 27 Mar 2017
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments Alexandra Chouldechova FaML 300 2,114 0 24 Oct 2016
Equality of Opportunity in Supervised Learning Moritz Hardt Eric Price Nathan Srebro FaML 228 4,312 0 07 Oct 2016
Inherent Trade-Offs in the Fair Determination of Risk Scores Jon M. Kleinberg S. Mullainathan Manish Raghavan FaML 119 1,775 0 19 Sep 2016
Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings Tolga Bolukbasi Kai-Wei Chang James Zou Venkatesh Saligrama Adam Kalai CVBM FaML 110 3,139 0 21 Jul 2016
Strategic Classification Moritz Hardt N. Megiddo Christos H. Papadimitriou Mary Wootters 74 371 0 23 Jun 2015
Certifying and removing disparate impact Michael Feldman Sorelle A. Friedler John Moeller C. Scheidegger Suresh Venkatasubramanian FaML 201 1,992 0 11 Dec 2014