Hierarchical Precision Modulation Framework

Novel framework introduced by this paper: three-level generative model (perception, attention, meta-awareness) for formalizing consciousness of one's own attentional states.

Neighborhood — ranked by edge-count

Concepts (3)

concept

Precision Parameter (γ)
implements
Core mechanism across all three levels; inverse variance controlling how much the system trusts evidence at each hierarchical level.
Focused Attention Cycle
cites
Formal model of meditation phenomenology: focus → distraction → awareness of distraction → redirection, derived from active inference.
Opacity/Transparency Distinction (Metzinger)
cites
Philosophical distinction used to explain how Level 3 meta-awareness makes Level 2 attentional states conscious and controllable.

Claims (1)

claim

Any system monitoring and controlling its own processing requires all three hierarchical levels: perception, attention, meta-awareness.
about
Design principle with implications for AI and consciousness-UX; architectural requirement for self-directed cognition.

Frameworks (1)

framework

Active Inference
extends
Foundational framework by Karl Friston; the paper extends it to three hierarchical levels for modeling meta-awareness.

Artifacts (1)

artifact

Computational Phenomenology Colab Notebook
about
Open-source implementation of three-level hierarchy simulations; enables reproduction and extension of focused attention cycle dynamics.

Hypotheses (1)

hypothesis

A generalized model where Level 2 modulates all Level 1 precision parameters would capture mood, emotion, and broader phenomenology of mental states.
extends
Future work direction; extends current model beyond attentional precision to full space of emotional and metacognitive phenomena.

Venues (1)

venue

Neuroscience of Consciousness
introduces
Journal of publication; 2021 volume 7(1).

Related by similarity (8)

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

Precision is the unified mechanism for attention and meta-awareness across hierarchical levels.claim0.705
Core theoretical claim: attention = precision over sensory evidence; meta-awareness = precision over attentional states; meditation = precision modulation.
Relevance Realization Frameworkframework0.704
Parallel Distributed Processing Frameworkframework0.702
The theoretical framework from Rumelhart, McClelland, and Smolensky (1986) identifying distributed representations in neural networks; theoretical precursor to DAS.
Inner alignment frameworkframework0.702
The concept of inner vs outer alignment, referenced multiple times.
Precision Encodingconcept0.685
Quantifies certainty in beliefs; modulates policy selection; related to dopamine encoding.
Hierarchical Models of Sensory Generationconcept0.683
Enable brain to construct dynamic, context-sensitive prior expectations; foundational to perceptual inference scheme.
A Mathematical Framework for Transformer Circuitsframework0.683
Prior Anthropic paper enabling circuit-level analysis of attention-only transformers; motivates current MLP decomposition
Multiscale Cybernetic Frameworkframework0.683