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The Four-Model Theory of Consciousness: A Simulation-Based Framework Unifying the Hard Problem, Binding, and Altered States

Matthias Gruber

Zenodo (CERN European Organization for Nuclear Research) July 6, 2026 DOI: 10.5281/zenodo.21226262 (opens in new tab)

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Characteristics Theoretical or philosophical paper Peer reviewed
Topics Altered states of consciousness Philosophy of mind
Keywords Closure psychology Qualia Consciousness Computational model Process computing Object grammar Counterexample Boundary topology Physicalism Model theory Variable mathematics Argument complex analysis
Key points Proposes that consciousness is constituted by real-time self-simulation across four nested models, with qualia as constitutive properties of the computational level, dissolving the Hard Problem as a category error.

Abstract

The science of consciousness remains in a pre-paradigm state, with no theory simultaneously satisfying the eight core requirements a complete theory must meet: the Hard Problem, the Explanatory Gap, the Boundary Problem, the Structure of Experience, Unity and Binding, Combination and Emergence, the Causal Role, and the Meta-Problem. This paper presents the Four-Model Theory, in which consciousness is constituted by real-time self-simulation across four nested models arranged along two axes - scope (world vs. self) and mode (implicit vs. explicit). The implicit models (Implicit World Model, Implicit Self Model) are substrate-level, learned, and non-conscious. The explicit models (Explicit World Model, Explicit Self Model) are virtual, transient, and phenomenal - they are the simulation in which experience occurs. The theory’s central claim is that qualia are constitutive properties of the computational level - digital constructs that exist at the level of the running computation but are incoherent at the substrate level, just as a spreadsheet cell’s value is incoherent at the transistor level. This dissolves the Hard Problem by revealing a category error - a level confusion that seeks phenomenal properties at the substrate level where they categorically do not exist. Self-referential closure explains why this specific computational process has experience when a weather simulation does not: the system’s model includes a model of itself, collapsing the inside/outside distinction and making experience constitutive rather than additional. Combined with a criticality requirement (the substrate must operate at the edge of chaos), the theory derives diverse phenomena from five principles: criticality, virtual qualia, a redirectable Explicit Self Model, variable implicit-explicit permeability, and virtual model forking. These principles unify psychedelic phenomenology, anesthetic mechanisms, dream states, split-brain phenomena, dissociative identity disorder, and animal consciousness. A systematic comparison shows the theory addresses all eight requirements. Unusually for a consciousness theory, the framework has substantial empirical grounding: five claims that follow from its core axioms - established in 2015 - have since been independently confirmed by research groups with no connection to the theory, including the anesthetic-criticality convergence (Casali et al., 2013; Hengen and Shew, 2025; Algom and Shriki, 2026), sleep-dependent criticality restoration (Bhatt et al., 2024), sleep onset as bifurcation (Li et al., 2025), and split-brain holographic degradation (Pinto et al., 2017). Four novel predictions remain untested - including that psychedelics should alleviate anosognosia and that ego dissolution content is controllable via sensory input - predictions no competing theory generates. Changelog v12 v12 changes (2026-07-06): independent adversarial-review pass, Hard-Problem rewrite, qualia-structure prediction (substantial revision; the core architecture is unchanged). Hard Problem (§3.4.3) rewritten: conditional dissolution — the level-confusion holds on a constitutive reading of self-referential closure the theory motivates but does not derive (rated partial, ◐); the closure→phenomenality link is made empirically approachable via spontaneous first-person report under a training control, with an explicit confabulation caveat (necessary but not sufficient). IIT engagement (§7.2): honest-convergence paragraph — grant IIT's diagnosis (experience as an irreducible, integrated, causally-structured whole) while rejecting substrate-boundness; consciousness located in substrate-neutral self-referential updating at criticality, not intrinsic Φ. Barrett & Mediano (2019) Φ-undefined-for-non-Markovian critique added with IIT's reply conceded; exclusion postulate stated correctly. New Prediction 5 (§8.6): qualia structure is cross-individually shareable (unsupervised Gromov–Wasserstein alignment of similarity structures; Kawakita et al. 2025) while absolute per-brain encoding is not — a falsifiable dissociation; new qualia-structure paragraph (§3.4.2) anchored to the phenomenal-concept strategy. Substrate independence: olfaction (thalamus-bypassing) anchor (Li & Gottfried 2010, Sela 2009); Seth biological-naturalism engagement; Bayne et al. 2024 cross-system testing; Milinkovic & Aru biological-computationalism engaged. Corrections & honesty: Casarotto (2016) PCI benchmark comparison corrected; 40/20 Hz reframed as a posit; No-Free-Lunch replaced by multiple-realizability; §1 automaton-identity aligned (consciousness = the self-simulation running on the Class-4 automaton, not the automaton itself); Passos-Ferreira & Chalmers 2026 infant-consciousness field-context; citation-breadth 2024–26. References: new verified citations added (Barrett & Mediano 2019, Kawakita 2025, Kriegeskorte 2008, Bayne 2024, Storm 2024, olfaction set); all DOIs web-verified. v11 changes (2026-06-29): Criticality dimensions, causal roles, metacognition (theory extension and citation strengthening; the substantive architecture is unchanged). Criticality requirement (§3.7): introduced two orthogonal dimensions of criticality — extent (integration; the spatial fraction recruited into Class-4 dynamics) and complexity (differentiation; the richness of the Class-4 patterns computed) — framed as honest convergence with the integration–differentiation tradition (Tononi & Edelman 1998; IIT-Φ; Lempel-Ziv/PCI), claiming only the edge-of-chaos grounding and the seizure-discriminated definition of extent. Seizure framing (§3.7, §10.3): made route-independent — a generalized seizure abolishes consciousness by exiting the Class-4 regime via pathological hypersynchrony or supercritical runaway (Meisel et al. 2012); the invariant is loss of Class-4 dynamics, not a single branching-ratio value. Access vs. phenomenal (§3.4.6): added the FMT-native access mechanism — the transition from present to accessed content is explicit-model self-interaction / recursion depth (the §3.5 ladder), not a broadcast bottleneck. New §4.2.3 "The Two Causal Roles of the Self-Model": distinguishes the outward (slow, indirect) and inward (immediate, reality-decoupling) causal grips; the self-model contributes necessity, not freedom (non-epiphenomenal, yet with no independent causal power over the substrate); the reality-coupling lock-in is a second governor on the rare jointly-maximized states; content-steering is left as an open question (Soon et al. 2013; Koenig-Robert & Pearson 2019). Metabolic governor (§5.1): the finite metabolic budget identified as the first of two governors that make the jointly-maximized state rare. Open Questions (§9): the ESM/EWM double dissociation now cites supporting open-data metacognition evidence (Rouault et al. 2018, n=498; the Confidence Database, 2,752 participants, Rahnev et al. 2020; Fleming & Lau 2014) as consistent with the architecture, and reframes the decisive test as a selective causal dissociation — functional selectivity, not the focal excision of a localized module the theory does not posit. Philosophical sharpening (§3.4.5): separated the two limits on extracting a non-running description — the merely practical (a full static capture is unstorable and illegible the way source code is not) from the constitutive (a description is not an instance; experience is a property of the running process). References: 12 new citations added (all DOIs web-verified); the self-citation for the inner-dimensionality > sensory/motor-channel claim replaced with mainstream support (Stringer et al. 2019; Zheng & Meister 2025; Fiser et al. 2004; Raichle 2010). v10 changes (2026-06-10): Major exposition revision (sharpening of arguments; no change to the theory's substantive claims). Philosophical commitments (§4): named the metaphysical position as type-B physicalism / the phenomenal-concepts strategy (Loar 1997; Papineau 2002) combined with the ability hypothesis; reframed the explanatory gap as epistemic rather than ontological (supervenience holds — phenomenal facts are entailed by the physical description but cannot be had by description, only by instantiation); replaced the previously circular zombie rebuttal with the conceivable-but-impossible argument. Criticality requirement (§3.7): restated the Class 4 requirement as an explicit three-step argument — capability, free instantiation, evolutionary forcing — presented as a strongly-motivated principle rather than a theorem; clarified that merely universal but heteronomous systems (e.g. a laptop) are excluded because nothing drives them to criticality. Relation to Predictive Processing (§7.2): reframed PP as a theory of perception and inference rather than of consciousness (Hohwy & Seth 2020); FMT supplies the consciousness-making layer (self-model, self-referential closure, criticality) — complementary, not rival. References: 14 bibliographic corrections (including corrected first author Xu et al. 2024; corrected Chowdhury and Katlowitz titles and DOIs; COGITATE published title/DOI); 5 references added (Loar 1997, Papineau 2002, Langton 1990, Hohwy & Seth 2020, Xu et al. 2024). v9 changes (2026-06-08): Figures restored: Three figures (four-model architecture, real/virtual split, phenomenological content) added back to the paper. Open Question 7: Basal ganglia role in permeability gating — dopaminergic prediction-error mechanism as candidate for variable permeability, schizophrenia extension (Gershman 2019, Shepherd 2011, Benjamin & Kording 2023, Howes & Kapur 2009, Deperrois et al. 2022). Animal consciousness: FMT-operations-to-empirical mapping table (self-referential closure, variable permeability, criticality, graduated levels mapped to animal evidence). Barrett IIT critique: Phi shown mathematically undefined for non-Markovian systems (§7.2). Bach Machine Consciousness Hypothesis: Independent convergence on self-simulation (§7.3). fMRI 2×2 convergence: Fox 200