Explanatory Power¶
Self from Coupled Predictive Loops Hypothesis
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.