Algorithmic Fairness in Performative Policy Learning: Escaping the
Impossibility of Group Fairness

Algorithmic Fairness in Performative Policy Learning: Escaping the Impossibility of Group Fairness

30 May 2024

Seamus Somerstep

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Papers citing "Algorithmic Fairness in Performative Policy Learning: Escaping the Impossibility of Group Fairness"

16 / 16 papers shown

Title
Microfoundation Inference for Strategic Prediction Daniele Bracale Subha Maity Felipe Maia Polo Seamus Somerstep Moulinath Banerjee Yuekai Sun 338 0 0 13 Nov 2024
Oh the Prices You'll See: Designing a Fair Exchange System to Mitigate Personalized Pricing Aditya Karan Naina Balepur Hari Sundaram 81 0 0 04 Sep 2024
Strategic Classification Made Practical Sagi Levanon Nir Rosenfeld 61 59 0 02 Mar 2021
How to Learn when Data Reacts to Your Model: Performative Gradient Descent Zachary Izzo Lexing Ying James Zou 118 75 0 15 Feb 2021
Performative Prediction in a Stateful World Gavin Brown Shlomi Hod Iden Kalemaj 74 84 0 08 Nov 2020
Stochastic Optimization for Performative Prediction Celestine Mendler-Dünner Juan C. Perdomo Tijana Zrnic Moritz Hardt 49 114 0 12 Jun 2020
Performative Prediction Juan C. Perdomo Tijana Zrnic Celestine Mendler-Dünner Moritz Hardt 139 319 0 16 Feb 2020
On the Long-term Impact of Algorithmic Decision Policies: Effort Unfairness and Feature Segregation through Social Learning Hoda Heidari Vedant Nanda Krishna P. Gummadi 37 66 0 04 Mar 2019
The Disparate Effects of Strategic Manipulation Lily Hu Nicole Immorlica Jennifer Wortman Vaughan 116 165 0 27 Aug 2018
The Social Cost of Strategic Classification S. Milli John Miller Anca Dragan Moritz Hardt 47 181 0 25 Aug 2018
Classification with Fairness Constraints: A Meta-Algorithm with Provable Guarantees L. E. Celis Lingxiao Huang Vijay Keswani Nisheeth K. Vishnoi FaML 207 309 0 15 Jun 2018
A Reductions Approach to Fair Classification Alekh Agarwal A. Beygelzimer Miroslav Dudík John Langford Hanna M. Wallach FaML 227 1,101 0 06 Mar 2018
Learning Adversarially Fair and Transferable Representations David Madras Elliot Creager T. Pitassi R. Zemel FaML 379 684 0 17 Feb 2018
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
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

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