A Critical Survey on Fairness Benefits of Explainable AI

Author:

Deck Luca1ORCID,Schoeffer Jakob2ORCID,De-Arteaga Maria3ORCID,Kühl Niklas1ORCID

Affiliation:

1. University of Bayreuth, Germany

2. University of Texas at Austin, United States

3. University of Texas at Austin, USA

Funder

National Institutes of Health

Publisher

ACM

Reference237 articles.

1. Behnoush Abdollahi and Olfa Nasraoui. 2018. Transparency in fair machine learning: The case of explainable recommender systems. Human and Machine Learning: Visible, Explainable, Trustworthy and Transparent (2018), 21–35.

2. Peeking Inside the Black-Box: A Survey on Explainable Artificial Intelligence (XAI)

3. Black box fairness testing of machine learning models

4. Allocating Interventions Based on Predicted Outcomes: A Case Study on Homelessness Services

5. FairSight: Visual analytics for fairness in decision making;Ahn Yongsu;IEEE Transactions on Visualization and Computer Graphics,2020

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1. Conceptualizing understanding in explainable artificial intelligence (XAI): an abilities-based approach;Ethics and Information Technology;2024-06

2. Explanations, Fairness, and Appropriate Reliance in Human-AI Decision-Making;Proceedings of the CHI Conference on Human Factors in Computing Systems;2024-05-11

3. Policy advice and best practices on bias and fairness in AI;Ethics and Information Technology;2024-04-29

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