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Free Energy Principle vs Seth’s Beast Machine Theory

Friston’s free-energy principle and active inference and Seth’s “Beast Machine” Theory, compared field by field from their entries in the Atlas.

At a glance

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The claim

In brief
Free Energy PrincipleThis theory conceptualizes consciousness as a natural process arising from the minimization of 'free energy,' which is the difference between an organism's internal model (perceptual expectations) and real-time sensory inputs. Consciousness, therefore, functions as the evolved mechanism for simulating scenarios of the world and reducing prediction error to ensure survival and maintain homeostasis.
Seth’s Beast Machine TheoryThis theory posits that conscious experiences, including perceptions of the world and the self, are forms of brain-based perceptual prediction, metaphorically termed 'controlled hallucinations' . It roots the mechanism of consciousness in the fundamental biological imperative to regulate bodily physiology in order to stay alive .
What consciousness is
Free Energy PrincipleConsciousness is identified as a natural process of inference, specifically the internal emergent model that monitors and minimizes the free energy principle (surprise), thereby optimizing the representational capacities of physical/brain systems.
Seth’s Beast Machine TheoryConsciousness is identified as forms of brain-based perceptual prediction, where phenomenological properties are explained by the computational aspects of different forms of prediction .

Big questions

Free Energy PrincipleYesAs a strong materialist theory, if consciousness is fully explained by computational processes of inference and representation minimization, then non-biological systems capable of executing these processes must eventually attain consciousness in principle.
Seth’s Beast Machine TheoryLikelyAs a materialist theory focusing on computational and information-processing mechanisms (perceptual prediction) , AI systems that instantiate similar complex mechanisms should be capable of achieving consciousness .
Free Energy PrincipleNoConsciousness is an emergent natural process tied directly to the functional dynamics and physical substrate of the biological brain; thus, it cannot survive bodily decay.
Seth’s Beast Machine TheoryNoConsciousness is a product of biological brains and complex, physically instantiated predictive machinery . The death of the brain leads to the irrevocable and permanent non-existence of personal consciousness .
Free Energy PrincipleYesSince consciousness is understood as an emergent, formalized process of inference optimization, perfect duplication of the brain's information processing and representational dynamics in a non-biological medium should be sufficient for the continuation of the mental self.
Seth’s Beast Machine TheoryYesIf consciousness is entirely explicable by the computational processes of the brain , then, in principle, the first-person mental self could be duplicated and instantiated in a non-biological substrate, enabling virtual immortality .
Free Energy PrincipleHumanistic onlyThe foundational imperative of the conscious process is survival (minimizing surprise/maintaining homeostasis). The theory does not rationalize ultimate cosmic meaning or purpose, aligning with general materialist perspectives.
Seth’s Beast Machine TheoryHumanistic onlyCategorized as a Materialism Theory, it implies no ultimate or cosmic meaning or purpose, although it supports human-created meaning and value derived from individual agency and experience .

Nature of mind

Ontology
Free Energy PrinciplePhysicalism; often referred to as Markovian Monism, which views mind/matter distinction as dialectical rather than ontological.
Seth’s Beast Machine TheoryPhysicalism / Materialism (Justified by its classification under Materialism Theories and its reliance on biological and computational explanations) .
Mind and body
Free Energy PrincipleMonistic/Identity. The theory proposes that consciousness is the natural outcome of the physical/brain system's self-organizing processes, dissolving familiar dialectics between mind and matter.
Seth’s Beast Machine TheoryConscious experiences are entirely brain-based and physically instantiated . The model supports a strong correlation or identity theory, where conscious properties arise from the physiological and computational architecture geared toward bodily regulation .
Fundamental or emergent
Free Energy PrincipleEmergent
Seth’s Beast Machine TheoryEmergent
Qualia
Free Energy PrincipleThe theory is highly deflationary regarding the Hard Problem, treating consciousness as a process to be understood rather than a 'thing' whose qualitative attributes need definition. Qualia, if acknowledged, would be epiphenomena or aspects of the internal generative model required for inference.
Seth’s Beast Machine TheoryThe phenomenological properties of conscious experiences are explained by the computational aspects of the different forms of perceptual prediction utilized by the brain .

How it works

Mechanism
Free Energy PrincipleThe Free-Energy Principle (FEP), which states that all self-organizing systems must minimize free energy (or 'surprise'), driving action and perception through active inference.
Seth’s Beast Machine TheoryConsciousness is explained through predictive processing, where the brain generates a constant 'best guess' (prediction) of the causes of its sensory inputs . This mechanism is intrinsically tied to the regulation of bodily physiology .
Where it is
Free Energy PrincipleLocalized in the physical brain system; cortical responses are seen as the brain’s attempt to minimize free energy.
Seth’s Beast Machine TheoryLocated in the biological brain, tied to the predictive machinery that regulates bodily physiology .
What it does
Free Energy PrincipleConsciousness serves an adaptive and functional role as the evolved mechanism for simulating scenarios, monitoring, and minimizing free energy to promote survival (homeostasis) and navigate the world.
Seth’s Beast Machine TheoryConsciousness has a functional role tied to survival . It facilitates the regulation of bodily physiology and allows the organism to model, predict, and simulate the causes of sensory inputs .

Evidence and criticism

Testability
Free Energy PrincipleConceptually and empirically linked to testable models (e.g., in neurobiology and psychology) through its reliance on formalizing representational capacities of physical systems.
Seth’s Beast Machine TheoryEmpirically testable (Inferred, as the theory relies on concepts within the neurobiological and computational fields which emphasize development, testing, and comparison of theories) .
Tests so far
Free Energy PrincipleThe principles of FEP form the basis for models utilized in empirical work concerning altered states (e.g., the Entropic Brain Hypothesis under psychedelics) and related theories of perception and cognition.
Seth’s Beast Machine TheoryTests involving predictive processing accounts of brain perception, cognition, and action (Justified: Specific named tests are not provided, but the theory is explicitly positioned within the predictive processing framework) .
Criticisms
Free Energy PrincipleCriticized for being highly deflationary and difficult to reconcile with the first-person reality of phenomenal experience (the Hard Problem), viewing consciousness merely as a mathematical process or 'natural outcome.' Friston finds engaging with the philosophical premise of consciousness as a 'thing' difficult.
Seth’s Beast Machine TheoryNot explicitly detailed in the source, but generally subject to the tension inherent in deflationary accounts of consciousness .

Sources

Key sources
Free Energy Principle
  • A theory of cortical responses, K. Friston (2005)
  • Active interference: a process theory, K. Friston et al (2017)
  • The Mathematics of Mind-Time, K. Friston (2017)
Seth’s Beast Machine Theory
  • Being You: A New Science of Consciousness, Anil Seth (2021)
  • Theories of consciousness, Anil Seth and Tim Bayne (2022)

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