Skip to content

Explanatory Power

Self from Coupled Predictive Loops Hypothesis

back to README


1. Note

This document demonstrates the theory’s capacity to explain existing phenomena. These explanations do not constitute proof, but aim to show that the framework has:

  • Structural consistency
  • Cross-phenomenon unification
  • Compatibility with existing research

2. Unity of Consciousness

Phenomenon

Subjective experience appears as a single, unified whole rather than multiple independent streams.


Explanation in This Model

Multiple internal signals (prediction, matching, state integration) exist within the system. These signals:

  • Are highly synchronized in time
  • Refer to the same state variables
  • Share a representational space
  • Lack independent channels or external references

→ Satisfy the conditions for indistinguishability

Therefore:

Multiple signals collapse into a single state along the dominant trajectory, manifesting as unified experience.


Key Mechanisms

  • Signal coupling
  • Indistinguishability principle
  • Dominant trajectory constraint

3. Sense of Thinking

Phenomenon

Thinking is experienced as a continuous and unified process.


Explanation in This Model

Thinking corresponds to state evolution along the dominant trajectory, involving:

  • Expansion of multiple predictions
  • Integration of current state
  • Prediction–evolution matching

Because these processes:

  • Occur synchronously
  • Refer to the same trajectory state
  • Cannot be distinguished in origin

Therefore:

They are unified and attributed as a single process, experienced as “I am thinking.”


4. Sense of Agency

Phenomenon

Individuals experience themselves as actively choosing and controlling actions.


Explanation in This Model

The system generates multiple predictive trajectories, and actual evolution aligns with one of them.

When the following conditions hold:

  • Prediction matches actual evolution
  • The match persists over time
  • The trajectory aligns with the dominant trajectory

Then:

The current behavior is attributed to the dominant trajectory → experienced as “generated by me.”

If these conditions are not met:

→ Attribution may shift → producing a sense of external origin


Key Point

Agency is fundamentally:

The result of attribution based on prediction–evolution matching


5. Continuity of Self

Phenomenon

Individuals experience themselves as the same person over time.


Explanation in This Model

  • Historical states are compressed into trajectory structures
  • Current states align with predicted trajectories
  • Continuity error is minimized

Therefore:

The current state is interpreted as a continuation of the same trajectory.


Core Expression

Self = trajectory with minimal continuity error

6. Uniqueness of Self

Phenomenon

Individuals typically experience only a single self.


Explanation in This Model

Although multiple predictive trajectories exist:

  • Continuity error cannot be minimized simultaneously across multiple trajectories
  • Multiple trajectories introduce prediction conflicts
  • The system converges toward a stable solution (a single dominant trajectory)

Therefore:

Only one trajectory is continuously selected → forming a unique self.


7. Behavioral Attribution (Self vs External)

Phenomenon

Individuals can distinguish between:

  • Self-generated actions
  • Externally caused events

Explanation in This Model

Attribution is based on:

  • If actual evolution matches a predictive trajectory → attributed to that trajectory
  • If matching fails or becomes discontinuous → attribution shifts

Therefore:

Whether a behavior is experienced as self-generated depends on matching and continuity.


8. Disturbances of Self

Phenomenon

In certain conditions, individuals experience:

  • Loss of voluntary control
  • Externalization of thoughts
  • Instability of self

Explanation in This Model

Possible mechanisms include:

  • Failure of prediction–evolution matching
  • Increased continuity error
  • Instability of the dominant trajectory
  • Weakening of signal coupling

These lead to:

  • Breakdown or shift in attribution mechanisms
  • Instability of self-structure

9. Emergence of the First-Person Perspective

Phenomenon

Experience is expressed in the form of “I.”


Explanation in This Model

Generation pathway:

Multi-prediction and multi-signal coupling
→ Indistinguishability
→ Formation of dominant trajectory
→ Single internal representation
→ Output interface
→ “I”

Therefore:

The first-person perspective is a structural output, not an independent entity.


10. Why Experience Is Indivisible

Phenomenon

Individuals cannot decompose experience into multiple sources.


Explanation in This Model

Because:

  • Signals share a representational space
  • There are no independent channels
  • There is no external reference
  • Signals are highly synchronized in time

The system cannot perform source separation:

Multiple signals collapse into a single representational state.

Thus, experience appears as an indivisible whole.


11. Uncertainty and Multi-Prediction

Phenomenon

Behavior exhibits partial indeterminacy and flexibility.


Explanation in This Model

The system inherently has a multi-prediction structure:

  • Generates multiple possible trajectories simultaneously
  • Models different potential scenarios
  • Retains uncertainty during selection

Therefore:

Uncertainty arises from the multi-prediction structure, not necessarily from external perturbations.


12. Unified Explanatory Power

This model explains, through a unified mechanism:

  • Unity of experience
  • Continuity of self
  • Agency (as attribution mechanism)
  • Uniqueness of self
  • Behavioral attribution
  • Disturbances of self

All of these phenomena arise from:

Multi-prediction structure + trajectory selection + indistinguishability + continuity constraints


13. Limitations

The current explanatory scope still has limitations:

  • Does not address why subjective experience exists (the hard problem)
  • Continuity error is not fully formalized
  • Lacks quantitative predictions
  • Lacks experimental validation

14. Summary

The explanatory strength of this model lies in:

  • Using a single structural mechanism to explain multiple classes of phenomena
  • Avoiding the introduction of additional entities
  • Maintaining compatibility with existing cognitive science frameworks

Its core can be summarized as:

The self is a trajectory continuously selected within a multi-prediction system; subjective experience is the indistinguishable integration of multiple signals along that trajectory; and agency is an attribution mechanism based on sustained prediction–evolution matching.