Algorithmic Recourse in Partially and Fully Confounded Settings Through
Bounding Counterfactual Effects

Algorithmic Recourse in Partially and Fully Confounded Settings Through Bounding Counterfactual Effects

22 June 2021

Julius von Kügelgen

Afsaneh Mastouri

Bernhard Schölkopf

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Papers citing "Algorithmic Recourse in Partially and Fully Confounded Settings Through Bounding Counterfactual Effects"

12 / 12 papers shown

Title
Partial Identifiability in Discrete Data With Measurement Error N. Finkelstein R. Adams Suchi Saria I. Shpitser 62 11 0 23 Dec 2020
On the Fairness of Causal Algorithmic Recourse Julius von Kügelgen Amir-Hossein Karimi Umang Bhatt Isabel Valera Adrian Weller Bernhard Schölkopf FaML 111 85 0 13 Oct 2020
A survey of algorithmic recourse: definitions, formulations, solutions, and prospects Amir-Hossein Karimi Gilles Barthe Bernhard Schölkopf Isabel Valera FaML 68 172 0 08 Oct 2020
Algorithmic recourse under imperfect causal knowledge: a probabilistic approach Amir-Hossein Karimi Julius von Kügelgen Bernhard Schölkopf Isabel Valera CML 99 180 0 11 Jun 2020
Algorithmic Recourse: from Counterfactual Explanations to Interventions Amir-Hossein Karimi Bernhard Schölkopf Isabel Valera CML 51 340 0 14 Feb 2020
Preserving Causal Constraints in Counterfactual Explanations for Machine Learning Classifiers Divyat Mahajan Chenhao Tan Amit Sharma OOD CML 98 206 0 06 Dec 2019
PC-Fairness: A Unified Framework for Measuring Causality-based Fairness Yongkai Wu Lu Zhang Xintao Wu Hanghang Tong FaML 107 118 0 20 Oct 2019
Equalizing Recourse across Groups Vivek Gupta Pegah Nokhiz Chitradeep Dutta Roy Suresh Venkatasubramanian FaML 40 70 0 07 Sep 2019
Actionable Recourse in Linear Classification Berk Ustun Alexander Spangher Yang Liu FaML 117 549 0 18 Sep 2018
Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR Sandra Wachter Brent Mittelstadt Chris Russell MLAU 112 2,354 0 01 Nov 2017
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments Alexandra Chouldechova FaML 300 2,114 0 24 Oct 2016
Counterfactual Probabilities: Computational Methods, Bounds and Applications Alexander Balke Judea Pearl 69 255 0 27 Feb 2013