Conceptual Misalignment in XAI

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.

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Publication Details

Published
2026-01-05
DOI
https://doi.org/10.31235/osf.io/rjf4b_v1
Primary Topic
Semantic Web and Ontologies
Type
article
Field-Weighted Citation Impact
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Conceptual Misalignment in XAI

Thomas B. Moeslund, J.N. Nielsen, Thomas Ploug, Rolf Hvidtfeldt et al.
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Conceptual Misalignment in XAI

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article en

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.

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Semantic Web and Ontologies
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