Alice C. W. Huang

Counterfactual Explanations and the Scope of Contestability

The automation of consequential decisions through opaque machine learning models in societal domains impedes our agency. This paper is about how agency can be reinstated by the provision of certain kinds of knowledge. More precisely, we discuss whether a specific type of explanation, counterfactual explanations, facili...