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.
Authors
- Thomas B. Moeslund (ORCID: https://orcid.org/0000-0001-7584-5209)
- J.N. Nielsen
- Thomas Ploug (ORCID: https://orcid.org/0000-0002-3693-0547)
- Rolf Hvidtfeldt (ORCID: https://orcid.org/0000-0002-0905-0093)
- Mohammad N. S. Jahromi
- Stine N. Christensen
- Thomas Gammeltoft-Hansen
- Àlex Pujol Vidal
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
- 0.00