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Beyond explainability: justifiability and contestability of Algorithmic Decision Systems

Clément Henin 1, 2 Daniel Le Métayer 1 
1 PRIVATICS - Privacy Models, Architectures and Tools for the Information Society
Inria Grenoble - Rhône-Alpes, CITI - CITI Centre of Innovation in Telecommunications and Integration of services, Inria Lyon
Abstract : In this paper, we point out that explainability is useful but not sufficient to ensure the legitimacy of algorithmic decision systems. We argue that the key requirements for high stakes decision systems should be justifiability and contestability. We highlight the conceptual differences between explanations and justifications and suggest different ways to operationalize justifiability and contestability.
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https://hal.inria.fr/hal-03165232
Contributor : Clement Henin Connect in order to contact the contributor
Submitted on : Wednesday, March 10, 2021 - 3:03:23 PM
Last modification on : Wednesday, March 9, 2022 - 3:29:18 PM
Long-term archiving on: : Friday, June 11, 2021 - 6:58:05 PM

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Clément Henin, Daniel Le Métayer. Beyond explainability: justifiability and contestability of Algorithmic Decision Systems. AI & Society: Knowledge, Culture and Communication, Springer Verlag, 2021, ⟨10.1007/s00146-021-01251-8⟩. ⟨hal-03165232⟩

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