Explainable AI as evidence of fair decisions

This paper will propose that explanations are valuable to those impacted by a model's decisions (model patients) to the extent that they provide evidence that a past adverse decision was unfair. Under this proposal, we should favor models and explainability methods which generate counterfactual...

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Bibliographic Details
Main Author: Derek Leben
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-02-01
Series:Frontiers in Psychology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fpsyg.2023.1069426/full