Limitations of Non-Discriminatory Algorithms

Fundamental Limits in the Search for Less Discriminatory Algorithms — and How to Avoid Them

Authors: Benjamin Laufer, Manisch Raghavan, Solon Barocas | Published: 2024-12-24
Bias
Limitations of Non-Discriminatory Algorithms
2024.12.24 2025.05.27
Literature Database

Fairness Under Feature Exemptions: Counterfactual and Observational Measures

Authors: Sanghamitra Dutta, Praveen Venkatesh, Piotr Mardziel, Anupam Datta, Pulkit Grover | Published: 2020-06-14 | Updated: 2021-08-06
Limitations of Non-Discriminatory Algorithms
Feature Interdependence
Measurement of Observational Fairness
2020.06.14 2025.05.28
Literature Database