Search Results for author: Hidde Fokkema

Found 2 papers, 1 papers with code

The Risks of Recourse in Binary Classification

1 code implementation1 Jun 2023 Hidde Fokkema, Damien Garreau, Tim van Erven

Algorithmic recourse provides explanations that help users overturn an unfavorable decision by a machine learning system.

Binary Classification Classification

Attribution-based Explanations that Provide Recourse Cannot be Robust

no code implementations31 May 2022 Hidde Fokkema, Rianne de Heide, Tim van Erven

Finally, we strengthen our impossibility result for the restricted case where users are only able to change a single attribute of $x$, by providing an exact characterization of the functions $f$ to which impossibility applies.

Attribute BIG-bench Machine Learning +1

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