Explaining Cognitive and Perceptual Phenomena Through Resonance of Closed Neural Network Geometries (RCNNG): A Unified Framework

This revision introduces several key improvements to the RCNNG manuscript: Observer Reformulation: The observer definition was rewritten using the functional notation O(t)=R(G(t)) to remove any implication of an independent monitoring entity and to align it with RCNNG’s resonance-based ontology. Clarified Memory Mechanisms: The distinction between memorization (strengthening internal CRGs) and understanding (forming inter‑conceptual links) was refined and aligned with classical memory research. Bibliographic Corrections: Missing foundational references—Ebbinghaus (1885), Craik & Lockhart (1972), Tulving (1983)—were added. Phantom‑limb references (Ramachandran 1998; Flor 2006) were also included. Perceptual Accuracy: The taste‑related example was corrected to clarify that fingers lack gustatory receptors and therefore produce no gustatory signals. Self Definition Update: The concept of the self was reformulated as the momentary intensification of linked or unlinked CRGs within the unified network, eliminating any suggestion of an independent structure.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-08-26
DOI
https://doi.org/10.5281/zenodo.22109096
Primary Topic
Action Observation and Synchronization
Type
preprint
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preprint

Explaining Cognitive and Perceptual Phenomena Through Resonance of Closed Neural Network Geometries (RCNNG): A Unified Framework

Hasan Niazi
Zenodo (CERN European Organization for Nuclear Research)
Action Observation and Synchronization
preprint

Explaining Cognitive and Perceptual Phenomena Through Resonance of Closed Neural Network Geometries (RCNNG): A Unified Framework

Hasan Niazi
preprint en

Abstract

This revision introduces several key improvements to the RCNNG manuscript: Observer Reformulation: The observer definition was rewritten using the functional notation O(t)=R(G(t)) to remove any implication of an independent monitoring entity and to align it with RCNNG’s resonance-based ontology. Clarified Memory Mechanisms: The distinction between memorization (strengthening internal CRGs) and understanding (forming inter‑conceptual links) was refined and aligned with classical memory research. Bibliographic Corrections: Missing foundational references—Ebbinghaus (1885), Craik & Lockhart (1972), Tulving (1983)—were added. Phantom‑limb references (Ramachandran 1998; Flor 2006) were also included. Perceptual Accuracy: The taste‑related example was corrected to clarify that fingers lack gustatory receptors and therefore produce no gustatory signals. Self Definition Update: The concept of the self was reformulated as the momentary intensification of linked or unlinked CRGs within the unified network, eliminating any suggestion of an independent structure.

Zenodo (CERN European Organization for Nuclear Research)
Action Observation and Synchronization
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