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Author

Alice C. W. Huang

2 papers indexed here

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Conference Open access Oct 2026

Fairness over Time: Evaluating How Fairness Objectives Shape Health Disparities in AI-Driven Clinical Decision Support Systems

Fairness is not a single concept and may be operationalized using a variety of definitions reflecting different ethical commitments, yet these are rarely compared systematically in healthcare AI. Fairness is often assessed using static metrics, even though clinical decisions are sequential and evolve over time. In chro...

Kaitlyn E. Wade, Alice C. W. Huang, Daniel J. Lizotte · 0 citations
Preprint Aug 2026

Counterfactual Explanations and the Scope of Contestability

An account of contestability is developed, where contestability is defined as the provision of information sufficient for a decision-subject to use as a basis for demanding that a decision be revoked.

Alice C. W. Huang, Thomas Grote · 0 citations

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