Epistemic limits of local interpretability in self-modulating cognitive architectures

We argue for a shift from post-hoc local approximations to embedded narrative-based interpretability. This reframing supports epistemic transparency in future AGI systems and aligns with cognitive theories of understanding.

Authors

Institutions

Publication Details

Journal
Frontiers in Artificial Intelligence
Published
2025-12-01
DOI
https://doi.org/10.3389/frai.2025.1677528
Citations
1
Primary Topic
Embodied and Extended Cognition
Type
article
Field-Weighted Citation Impact
1.43
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Epistemic limits of local interpretability in self-modulating cognitive architectures

Abdelaali Mahrouk
1 citations
Frontiers in Artificial Intelligence
Embodied and Extended Cognition
1.43
article

Epistemic limits of local interpretability in self-modulating cognitive architectures

Abdelaali Mahrouk
article en
1 citations

Abstract

We argue for a shift from post-hoc local approximations to embedded narrative-based interpretability. This reframing supports epistemic transparency in future AGI systems and aligns with cognitive theories of understanding.

Frontiers in Artificial IntelligenceVol. 8
University Frères Mentouri Constantine 1 (DZ)
Openalex Percentile: Top 14%
Embodied and Extended Cognition
1.43
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.