Conceptual Misalignment in XAI

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Authors: Rolf Hvidtfeldt, Mohammad N. S. Jahromi, Àlex Pujol Vidal, Stine N. Christensen, J.N. Nielsen, Thomas Gammeltoft‐Hansen, Thomas Ploug, Thomas Baltzer Moeslund
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Abstract

This paper argues that the prevailing XAI paradigm suffers not from technical limitations but from a profound philosophical misconception: the assumption that explanation is primarily about transparency. We argue that the development of useful explanation is not fundamentally a question of information transfer, but of epistemic parity. Through a case of harbor monitoring we show that stakeholders are indeed conceptually misaligned; however, these misalignments ultimately reflect underlying conflicts between domain-specific assumptions and authority claims. We call for replacing transparency-focused XAI with a new paradigm of Domain Authority Negotiation (DAN) that explicitly acknowledges explanation as a contestation of epistemic power rather than a mechanism of revelation.

Fields of Study & Subjects

Semantic Web and Ontologies Scientific Computing and Data Management Digital Humanities and Scholarship

Publication details

Publication date
5 January 2026
Language
EN
Document type
Preprint