Explanation Hacking: The perils of algorithmic recourse

In Juan Manuel Durán & Giorgia Pozzi (eds.), Philosophy of science for machine learning: Core issues and new perspectives. Springer (forthcoming)
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Abstract

We argue that the trend toward providing users with feasible and actionable explanations of AI decisions—known as recourse explanations—comes with ethical downsides. Specifically, we argue that recourse explanations face several conceptual pitfalls and can lead to problematic explanation hacking, which undermines their ethical status. As an alternative, we advocate that explanations of AI decisions should aim at understanding.

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Author Profiles

Atoosa Kasirzadeh
University of Toronto, St. George Campus (PhD)
Emily Sullivan
Utrecht University

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References found in this work

What is a (social) structural explanation?Sally Haslanger - 2016 - Philosophical Studies 173 (1):113-130.
Understanding, Explanation, and Scientific Knowledge.Kareem Khalifa - 2017 - Cambridge, UK: Cambridge University Press.
Explaining Explanations in AI.Brent Mittelstadt - forthcoming - FAT* 2019 Proceedings 1.

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