What question did this study set out to answer?

The aim is to establish a criterion for consciousness based on recursive self-modeling under thermodynamic constraints.

March 2, 2026Open Access

Consciousness as CRIS-Compliant Recursive Self-Modeling Under Thermodynamic Constraint

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Demonstrates a framework for defining consciousness in systems, indicating essential conditions for conscious behavior.

The aim is to establish a criterion for consciousness based on recursive self-modeling under thermodynamic constraints.
Formulated four necessary and sufficient conditions for consciousness.
Analyzed recursive self-reference and its role in predictive modeling.
Established thermodynamic work inequalities related to self-modeling maintenance.
Utilized structural causal models to define causal efficacy.
Proved the equivalence theorem with detailed conditions for consciousness.
Identified thermodynamic solvency as crucial for maintaining self-modeling under perturbation.
Demonstrated that identity maintenance ensures robust self-modeling trajectories.

Christopher Lamarr Brown (2026) studied this question.

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