Causal Reasoning for Algorithmic Fairness

Causal Reasoning for Algorithmic Fairness

15 May 2018

Joshua R. Loftus

Ricardo M. A. Silva

Papers citing "Causal Reasoning for Algorithmic Fairness"

17 / 17 papers shown

Title
Causality Is Key to Understand and Balance Multiple Goals in Trustworthy ML and Foundation Models Ruta Binkyte Ivaxi Sheth Zhijing Jin Mohammad Havaei Bernhard Schölkopf Mario Fritz 418 1 0 28 Feb 2025
A Review of Fairness and A Practical Guide to Selecting Context-Appropriate Fairness Metrics in Machine Learning Caleb J. S. Barr Olivia Erdelyi Paul D. Docherty Randolph C. Grace FaML 141 0 0 10 Nov 2024
Path-Specific Counterfactual Fairness Silvia Chiappa Thomas P. S. Gillam CML FaML 66 337 0 22 Feb 2018
Interventions over Predictions: Reframing the Ethical Debate for Actuarial Risk Assessment Chelsea Barabas Karthik Dinakar Joichi Ito M. Virza Jonathan Zittrain 86 144 0 21 Dec 2017
Avoiding Discrimination through Causal Reasoning Niki Kilbertus Mateo Rojas-Carulla Giambattista Parascandolo Moritz Hardt Dominik Janzing Bernhard Schölkopf FaML CML 103 581 0 08 Jun 2017
Fair Inference On Outcomes Razieh Nabi I. Shpitser FaML 49 351 0 29 May 2017
Counterfactual Fairness Matt J. Kusner Joshua R. Loftus Chris Russell Ricardo M. A. Silva FaML 207 1,576 0 20 Mar 2017
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments Alexandra Chouldechova FaML 295 2,109 0 24 Oct 2016
Equality of Opportunity in Supervised Learning Moritz Hardt Eric Price Nathan Srebro FaML 206 4,301 0 07 Oct 2016
Inherent Trade-Offs in the Fair Determination of Risk Scores Jon M. Kleinberg S. Mullainathan Manish Raghavan FaML 99 1,767 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 97 3,127 0 21 Jul 2016
Censoring Representations with an Adversary Harrison Edwards Amos Storkey AAML FaML 57 505 0 18 Nov 2015
The Variational Fair Autoencoder Christos Louizos Kevin Swersky Yujia Li Max Welling R. Zemel DRL 212 633 0 03 Nov 2015
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 292 18,587 0 06 Feb 2015
Causal Inference in the Presence of Latent Variables and Selection Bias Peter Spirtes Christopher Meek Thomas S. Richardson CML 184 443 0 20 Feb 2013
Direct and Indirect Effects Judea Pearl CML 89 2,171 0 10 Jan 2013
Counterfactual Graphical Models for Longitudinal Mediation Analysis with Unobserved Confounding I. Shpitser AI4CE 73 106 0 01 May 2012