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.

Epistemic limits of local interpretability in self-modulating cognitive architectures — Abdelaali Mahrouk · Frontiers in Artificial Intelligence (2025) | TGRS Research Map | TGRS