ArticleFrontiers in artificial intelligence2020
An Integrated World Modeling Theory (IWMT) of Consciousness: Combining Integrated Information and Global Neuronal Workspace Theories With the Free Energy Principle and Active Inference Framework; Toward Solving the Hard Problem and Characterizing Agentic Causation.
Article in Frontiers in artificial intelligence, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 47 papers, 1 of them a synthesis that pooled it.
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47 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Current research trends on cognition, integrative complexity, and decision-making: a systematic literature review using activity theory and neuroscience.Frontiers in psychology · 2023Pooled it
- When Wholes Resist Decomposition: A Spectral Measure of Epistemic Emergence.Entropy (Basel, Switzerland) · 2026Article
- The Awareness-First Theory: A Coherence Principle Underlying Active Inference and Physical Law.Entropy (Basel, Switzerland) · 2026Article
- Illuminating consciousness.Frontiers in psychology · 2026Review
- Associative conditioning in gene regulatory network models increases integrative causal emergence.Communications biology · 2025Article
- Thoughtseeds: A Hierarchical and Agentic Framework for Investigating Thought Dynamics in Meditative States.Entropy (Basel, Switzerland) · 2025Article
- How do inner screens enable imaginative experience? Applying the free-energy principle directly to the study of conscious experience.Neuroscience of consciousness · 2025Article
- Reflective analysis on empirical theories in consciousness.Frontiers in psychology · 2025Article
- What is consciousness and what it is for. An introduction to extended information theory.Frontiers in psychology · 2025Article
- On the varieties of conscious experiences: Altered Beliefs Under Psychedelics (ALBUS).Neuroscience of consciousness · 2025Article
- Decrease and recovery of integrated information Φ during anesthesia and sleep on human functional magnetic resonance imaging.Neuroscience of consciousness · 2025Article
- Two Levels of Integrated Information Theory: From Autonomous Systems to Conscious Life.Entropy (Basel, Switzerland) · 2024Article
- Phi fluctuates with surprisal: An empirical pre-study for the synthesis of the free energy principle and integrated information theory.PLoS computational biology · 2023Article
- Temporospatial Nestedness in Consciousness: An Updated Perspective on the Temporospatial Theory of Consciousness.Entropy (Basel, Switzerland) · 2023Review
- An implementation of integrated information theory in resting-state fMRI.Communications biology · 2023Article
- As without, so within: how the brain's temporo-spatial alignment to the environment shapes consciousness.Interface focus · 2023Article
- The lack of temporal brain dynamics asymmetry as a signature of impaired consciousness states.Interface focus · 2023Article
- A systematic approach to brain dynamics: cognitive evolution theory of consciousness.Cognitive neurodynamics · 2023Article
- Fields or firings? Comparing the spike code and the electromagnetic field hypothesis.Frontiers in psychology · 2023Article
- The necessary and sufficient mechanism of consciousness in a layered mind.Frontiers in psychology · 2023Article
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Abstract
The Free Energy Principle and Active Inference Framework (FEP-AI) begins with the understanding that persisting systems must regulate environmental exchanges and prevent entropic accumulation. In FEP-AI, minds and brains are predictive controllers for autonomous systems, where action-driven perception is realized as probabilistic inference. Integrated Information Theory (IIT) begins with considering the preconditions for a system to intrinsically exist, as well as axioms regarding the nature of consciousness. IIT has produced controversy because of its surprising entailments: quasi-panpsychism; subjectivity without referents or dynamics; and the possibility of fully-intelligent-yet-unconscious brain simulations. Here, I describe how these controversies might be resolved by integrating IIT with FEP-AI, where integrated information only entails consciousness for systems with perspectival reference frames capable of generating models with spatial, temporal, and causal coherence for self and world. Without that connection with external reality, systems could have arbitrarily high amounts of integrated information, but nonetheless would not entail subjective experience. I further describe how an integration of these frameworks may contribute to their evolution as unified systems theories and models of emergent causation. Then, inspired by both Global Neuronal Workspace Theory (GNWT) and the Harmonic Brain Modes framework, I describe how streams of consciousness may emerge as an evolving generation of sensorimotor predictions, with the precise composition of experiences depending on the integration abilities of synchronous complexes as self-organizing harmonic modes (SOHMs). These integrating dynamics may be particularly likely to occur via richly connected subnetworks affording body-centric sources of phenomenal binding and executive control. Along these connectivity backbones, SOHMs are proposed to implement turbo coding via loopy message-passing over predictive (autoencoding) networks, thus generating maximum a posteriori estimates as coherent vectors governing neural evolution, with alpha frequencies generating basic awareness, and cross-frequency phase-coupling within theta frequencies for access consciousness and volitional control. These dynamic cores of integrated information also function as global workspaces, centered on posterior cortices, but capable of being entrained with frontal cortices and interoceptive hierarchies, thus affording agentic causation. Integrated World Modeling Theory (IWMT) represents a synthetic approach to understanding minds that reveals compatibility between leading theories of consciousness, thus enabling inferential synergy.
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