Fairness Beyond Disparate Treatment & Disparate Impact: Learning Classification without Disparate Mistreatment

26 October 2016

Muhammad Bilal Zafar

Isabel Valera

Manuel Gomez Rodriguez

Krishna P. Gummadi

FaML

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Papers citing "Fairness Beyond Disparate Treatment & Disparate Impact: Learning Classification without Disparate Mistreatment"

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Title
Stable and Fair Classification Lingxiao Huang Nisheeth K. Vishnoi FaML 24 71 0 21 Feb 2019
The Fairness of Risk Scores Beyond Classification: Bipartite Ranking and the xAUC Metric Nathan Kallus Angela Zhou 22 73 0 15 Feb 2019
Policy Learning for Fairness in Ranking Ashudeep Singh Thorsten Joachims OffRL 25 215 0 11 Feb 2019
Fair Decisions Despite Imperfect Predictions Niki Kilbertus Manuel Gomez Rodriguez Bernhard Schölkopf Krikamol Muandet Isabel Valera FaML OffRL 28 5 0 08 Feb 2019
Noise-tolerant fair classification A. Lamy Ziyuan Zhong A. Menon Nakul Verma NoLa 31 76 0 30 Jan 2019
Repairing without Retraining: Avoiding Disparate Impact with Counterfactual Distributions Hao Wang Berk Ustun Flavio du Pin Calmon FaML 36 83 0 29 Jan 2019
Improved Adversarial Learning for Fair Classification L. E. Celis Vijay Keswani FaML 32 44 0 29 Jan 2019
Diversity in Faces Michele Merler Nalini Ratha Rogerio Feris John R. Smith 11 183 0 29 Jan 2019
General Fair Empirical Risk Minimization L. Oneto Michele Donini Massimiliano Pontil FaML 30 38 0 29 Jan 2019
Fairness in representation: quantifying stereotyping as a representational harm Mohsen Abbasi Sorelle A. Friedler C. Scheidegger Suresh Venkatasubramanian 6 49 0 28 Jan 2019
Fair Regression for Health Care Spending A. Zink Sherri Rose 38 49 0 28 Jan 2019
Fairness risk measures Robert C. Williamson A. Menon FaML 36 135 0 24 Jan 2019
Explaining Models: An Empirical Study of How Explanations Impact Fairness Judgment Jonathan Dodge Q. V. Liao Yunfeng Zhang Rachel K. E. Bellamy Casey Dugan FaML 16 125 0 23 Jan 2019
Fair and Unbiased Algorithmic Decision Making: Current State and Future Challenges Songül Tolan FaML 24 31 0 15 Jan 2019
Individual Fairness in Hindsight Swati Gupta Vijay Kamble FaML 31 63 0 10 Dec 2018
Fighting Fire with Fire: Using Antidote Data to Improve Polarization and Fairness of Recommender Systems Bashir Rastegarpanah Krishna P. Gummadi M. Crovella 24 119 0 02 Dec 2018
Probabilistic Verification of Fairness Properties via Concentration Osbert Bastani Xin Zhang Armando Solar-Lezama FaML FedML 17 70 0 02 Dec 2018
State of the Art in Fair ML: From Moral Philosophy and Legislation to Fair Classifiers Elias Baumann J. L. Rumberger FaML 32 4 0 20 Nov 2018
Machine Decisions and Human Consequences Teresa Scantamburlo A. Charlesworth N. Cristianini FaML 19 20 0 16 Nov 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 51 318 0 14 Nov 2018
The Frontiers of Fairness in Machine Learning Alexandra Chouldechova Aaron Roth FaML 31 411 0 20 Oct 2018
Taking Advantage of Multitask Learning for Fair Classification L. Oneto Michele Donini Amon Elders Massimiliano Pontil FaML 25 60 0 19 Oct 2018
Discovering Fair Representations in the Data Domain Novi Quadrianto V. Sharmanska Oliver Thomas 21 3 0 15 Oct 2018
Tuning Fairness by Balancing Target Labels T. Kehrenberg Zexun Chen Novi Quadrianto 33 4 0 12 Oct 2018
A General Framework for Fair Regression Jack K. Fitzsimons AbdulRahman Al Ali Michael A. Osborne Stephen J. Roberts FaML 30 37 0 10 Oct 2018
Fairness-aware Classification: Criterion, Convexity, and Bounds Yongkai Wu Lu Zhang Xintao Wu FaML 27 24 0 13 Sep 2018
A Moral Framework for Understanding of Fair ML through Economic Models of Equality of Opportunity Hoda Heidari M. Loi Krishna P. Gummadi Andreas Krause FaML 14 120 0 10 Sep 2018
Fair Algorithms for Learning in Allocation Problems Hadi Elzayn S. Jabbari Christopher Jung Michael Kearns Seth Neel Aaron Roth Zachary Schutzman FaML 9 96 0 30 Aug 2018
Avoiding Disparity Amplification under Different Worldviews Samuel Yeom Michael Carl Tschantz 11 20 0 26 Aug 2018
A Central Limit Theorem for $L_p$ transportation cost with applications to Fairness Assessment in Machine Learning E. del Barrio Paula Gordaliza Jean-Michel Loubes 23 2 0 18 Jul 2018
Fair Task Allocation in Crowdsourced Delivery Fuat Basık B. Gedik Hakan Ferhatosmanoglu Kun-Lung Wu 16 46 0 09 Jul 2018
Welfare and Distributional Impacts of Fair Classification Lily Hu Yiling Chen FaML 11 24 0 03 Jul 2018
A Unified Approach to Quantifying Algorithmic Unfairness: Measuring Individual & Group Unfairness via Inequality Indices Till Speicher Hoda Heidari Nina Grgic-Hlaca Krishna P. Gummadi Adish Singla Adrian Weller Muhammad Bilal Zafar FaML 22 259 0 02 Jul 2018
Achieving Fairness through Adversarial Learning: an Application to Recidivism Prediction C. Wadsworth Francesca Vera Chris Piech FaML 33 180 0 30 Jun 2018
Classification with Fairness Constraints: A Meta-Algorithm with Provable Guarantees L. E. Celis Lingxiao Huang Vijay Keswani Nisheeth K. Vishnoi FaML 66 302 0 15 Jun 2018
Comparing Fairness Criteria Based on Social Outcome Junpei Komiyama Hajime Shimao FaML 30 3 0 13 Jun 2018
Fairness Behind a Veil of Ignorance: A Welfare Analysis for Automated Decision Making Hoda Heidari Claudio Ferrari Krishna P. Gummadi Andreas Krause 22 128 0 13 Jun 2018
Blind Justice: Fairness with Encrypted Sensitive Attributes Niki Kilbertus Adria Gascon Matt J. Kusner Michael Veale Krishna P. Gummadi Adrian Weller 28 149 0 08 Jun 2018
Obtaining fairness using optimal transport theory E. del Barrio Fabrice Gamboa Paula Gordaliza Jean-Michel Loubes FaML 15 179 0 08 Jun 2018
POTs: Protective Optimization Technologies B. Kulynych R. Overdorf Carmela Troncoso Seda F. Gürses 11 96 0 07 Jun 2018
Removing Algorithmic Discrimination (With Minimal Individual Error) El-Mahdi El-Mhamdi R. Guerraoui L. Hoang Alexandre Maurer 27 2 0 07 Jun 2018
Causal Interventions for Fairness Matt J. Kusner Chris Russell Joshua R. Loftus Ricardo M. A. Silva FaML 24 14 0 06 Jun 2018
iFair: Learning Individually Fair Data Representations for Algorithmic Decision Making Preethi Lahoti Krishna P. Gummadi Gerhard Weikum FaML 36 167 0 04 Jun 2018
Enhancing the Accuracy and Fairness of Human Decision Making Isabel Valera Adish Singla Manuel Gomez Rodriguez 13 35 0 25 May 2018
Incomplete Contracting and AI Alignment Dylan Hadfield-Menell Gillian Hadfield 8 80 0 12 Apr 2018
Characterizing Interconnections and Linguistic Patterns in Twitter Johnnatan Messias 38 0 0 30 Mar 2018
Human Perceptions of Fairness in Algorithmic Decision Making: A Case Study of Criminal Risk Prediction Nina Grgic-Hlaca Elissa M. Redmiles Krishna P. Gummadi Adrian Weller FaML 33 225 0 26 Feb 2018
Empirical Risk Minimization under Fairness Constraints Michele Donini L. Oneto Shai Ben-David John Shawe-Taylor Massimiliano Pontil FaML 38 440 0 23 Feb 2018
Online Learning with an Unknown Fairness Metric Stephen Gillen Christopher Jung Michael Kearns Aaron Roth FaML 37 143 0 20 Feb 2018
Learning Adversarially Fair and Transferable Representations David Madras Elliot Creager T. Pitassi R. Zemel FaML 236 676 0 17 Feb 2018