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  1. Predictive coding explains binocular rivalry: an epistemological review.Jakob Hohwy, Andreas Roepstorff & Karl Friston - 2008 - Cognition 108 (3):687-701.
  2. Is the free-energy principle a formal theory of semantics? From variational density dynamics to neural and phenotypic representations.Inês Hipólito, Maxwell Ramstead & Karl Friston - 2020 - Entropy 1 (1):1-30.
    The aim of this paper is twofold: (1) to assess whether the construct of neural representations plays an explanatory role under the variational free-energy principle and its corollary process theory, active inference; and (2) if so, to assess which philosophical stance - in relation to the ontological and epistemological status of representations - is most appropriate. We focus on non-realist (deflationary and fictionalist-instrumentalist) approaches. We consider a deflationary account of mental representation, according to which the explanatorily relevant contents of neural (...)
     
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  3. The free-energy principle: a rough guide to the brain?Karl Friston - 2009 - Trends in Cognitive Sciences 13 (7):293-301.
  4.  94
    Extended active inference: Constructing predictive cognition beyond skulls.Axel Constant, Andy Clark, Michael Kirchhoff & Karl J. Friston - 2022 - Mind and Language 37 (3):373-394.
    Cognitive niche construction is the process whereby organisms create and maintain cause–effect models of their niche as guides for fitness influencing behavior. Extended mind theory claims that cognitive processes extend beyond the brain to include predictable states of the world. Active inference and predictive processing in cognitive science assume that organisms embody predictive (i.e., generative) models of the world optimized by standard cognitive functions (e.g., perception, action, learning). This paper presents an active inference formulation that views cognitive niche construction as (...)
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  5. From cognitivism to autopoiesis: towards a computational framework for the embodied mind.Micah Allen & Karl J. Friston - 2018 - Synthese 195 (6):2459-2482.
    Predictive processing approaches to the mind are increasingly popular in the cognitive sciences. This surge of interest is accompanied by a proliferation of philosophical arguments, which seek to either extend or oppose various aspects of the emerging framework. In particular, the question of how to position predictive processing with respect to enactive and embodied cognition has become a topic of intense debate. While these arguments are certainly of valuable scientific and philosophical merit, they risk underestimating the variety of approaches gathered (...)
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  6.  84
    Thinking through other minds: A variational approach to cognition and culture.Samuel P. L. Veissière, Axel Constant, Maxwell J. D. Ramstead, Karl J. Friston & Laurence J. Kirmayer - 2020 - Behavioral and Brain Sciences 43:e90.
    The processes underwriting the acquisition of culture remain unclear. How are shared habits, norms, and expectations learned and maintained with precision and reliability across large-scale sociocultural ensembles? Is there a unifying account of the mechanisms involved in the acquisition of culture? Notions such as “shared expectations,” the “selective patterning of attention and behaviour,” “cultural evolution,” “cultural inheritance,” and “implicit learning” are the main candidates to underpin a unifying account of cognition and the acquisition of culture; however, their interactions require greater (...)
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  7.  81
    Multiscale integration: beyond internalism and externalism.Maxwell J. D. Ramstead, Michael D. Kirchhoff, Axel Constant & Karl J. Friston - 2019 - Synthese 198 (Suppl 1):41-70.
    We present a multiscale integrationist interpretation of the boundaries of cognitive systems, using the Markov blanket formalism of the variational free energy principle. This interpretation is intended as a corrective for the philosophical debate over internalist and externalist interpretations of cognitive boundaries; we stake out a compromise position. We first survey key principles of new radical views of cognition. We then describe an internalist interpretation premised on the Markov blanket formalism. Having reviewed these accounts, we develop our positive multiscale account. (...)
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  8.  90
    Am I Self-Conscious?Karl Friston - 2018 - Frontiers in Psychology 9.
  9. Free-Energy and the Brain.Karl J. Friston & Klaas E. Stephan - 2007 - Synthese 159 (3):417 - 458.
    If one formulates Helmholtz's ideas about perception in terms of modern-day theories one arrives at a model of perceptual inference and learning that can explain a remarkable range of neurobiological facts. Using constructs from statistical physics it can be shown that the problems of inferring what cause our sensory inputs and learning causal regularities in the sensorium can be resolved using exactly the same principles. Furthermore, inference and learning can proceed in a biologically plausible fashion. The ensuing scheme rests on (...)
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  10.  40
    Free-energy and the brain.Karl Friston & Klaas Stephan - 2007 - Synthese 159 (3):417-458.
    If one formulates Helmholtz’s ideas about perception in terms of modern-day theories one arrives at a model of perceptual inference and learning that can explain a remarkable range of neurobiological facts. Using constructs from statistical physics it can be shown that the problems of inferring what cause our sensory inputs and learning causal regularities in the sensorium can be resolved using exactly the same principles. Furthermore, inference and learning can proceed in a biologically plausible fashion. The ensuing scheme rests on (...)
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  11.  85
    Free-Energy Minimization and the Dark-Room Problem.Karl Friston, Christopher Thornton & Andy Clark - 2012 - Frontiers in Psychology 3.
  12. Representation Wars: Enacting an Armistice Through Active Inference.Axel Constant, Andy Clark & Karl J. Friston - 2021 - Frontiers in Psychology 11.
    Over the last 30 years, representationalist and dynamicist positions in the philosophy of cognitive science have argued over whether neurocognitive processes should be viewed as representational or not. Major scientific and technological developments over the years have furnished both parties with ever more sophisticated conceptual weaponry. In recent years, an enactive generalization of predictive processing – known as active inference – has been proposed as a unifying theory of brain functions. Since then, active inference has fueled both representationalist and dynamicist (...)
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  13.  56
    A Duet for one.Karl Friston & Christopher Frith - 2015 - Consciousness and Cognition 36:390-405.
  14. Bayesing Qualia: Consciousness as Inference, Not Raw Datum.A. Clark, K. Friston & S. Wilkinson - 2019 - Journal of Consciousness Studies 26 (9-10):19-33.
    The meta-problem of consciousness (Chalmers, 2018) is the problem of explaining the behaviours and verbal reports that we associate with the so-called 'hard problem of consciousness'. These may include reports of puzzlement, of the attractiveness of dualism, of explanatory gaps, and the like. We present and defend a solution to the meta-problem. Our solution takes as its starting point the emerging picture of the brain as a hierarchical inference engine. We show why such a device, operating under familiar forms of (...)
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  15. a variational approach to niche construction.Axel Constant, Maxwell Ramstead, Samuel Veissière, John Campbell & Karl Friston - 2018 - Journals of the Royal Society Interface 15:1-14.
    In evolutionary biology, niche construction is sometimes described as a genuine evolutionary process whereby organisms, through their activities and regulatory mechanisms, modify their environment such as to steer their own evolutionary trajectory, and that of other species. There is ongoing debate, however, on the extent to which niche construction ought to be considered a bona fide evolutionary force, on a par with natural selection. Recent formulations of the variational free-energy principle as applied to the life sciences describe the properties of (...)
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  16.  36
    From Generative Models to Generative Passages: A Computational Approach to (Neuro) Phenomenology.Maxwell J. D. Ramstead, Anil K. Seth, Casper Hesp, Lars Sandved-Smith, Jonas Mago, Michael Lifshitz, Giuseppe Pagnoni, Ryan Smith, Guillaume Dumas, Antoine Lutz, Karl Friston & Axel Constant - 2022 - Review of Philosophy and Psychology 13 (4):829-857.
    This paper presents a version of neurophenomenology based on generative modelling techniques developed in computational neuroscience and biology. Our approach can be described as _computational phenomenology_ because it applies methods originally developed in computational modelling to provide a formal model of the descriptions of lived experience in the phenomenological tradition of philosophy (e.g., the work of Edmund Husserl, Maurice Merleau-Ponty, etc.). The first section presents a brief review of the overall project to naturalize phenomenology. The second section presents and evaluates (...)
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  17. A Multi-scale View of the Emergent Complexity of Life: A Free-energy Proposal.Casper Hesp, Maxwell Ramstead, Axel Constant, Paul Badcock, Michael David Kirchhoff & Karl Friston - forthcoming - In Michael Price & John Campbell (eds.), Evolution, Development, and Complexity: Multiscale Models in Complex Adaptive Systems.
    We review some of the main implications of the free-energy principle (FEP) for the study of the self-organization of living systems – and how the FEP can help us to understand (and model) biotic self-organization across the many temporal and spatial scales over which life exists. In order to maintain its integrity as a bounded system, any biological system - from single cells to complex organisms and societies - has to limit the disorder or dispersion (i.e., the long-run entropy) of (...)
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  18.  23
    Sentience and the Origins of Consciousness: From Cartesian Duality to Markovian Monism.Karl Friston, Wanja Wiese & J. Allan Hobson - 2020 - Entropy 22 (5):516.
    This essay addresses Cartesian duality and how its implicit dialectic might be repaired using physics and information theory. Our agenda is to describe a key distinction in the physical sciences that may provide a foundation for the distinction between mind and matter, and between sentient and intentional systems. From this perspective, it becomes tenable to talk about the physics of sentience and ‘forces’ that underwrite our beliefs (in the sense of probability distributions represented by our internal states), which may ground (...)
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  19.  51
    The anatomy of choice: active inference and agency.Karl Friston, Philipp Schwartenbeck, Thomas FitzGerald, Michael Moutoussis, Timothy Behrens & Raymond J. Dolan - 2013 - Frontiers in Human Neuroscience 7.
  20.  42
    Examining the Continuity between Life and Mind: Is There a Continuity between Autopoietic Intentionality and Representationality?Wanja Wiese & Karl J. Friston - 2021 - Philosophies 6 (1):18.
    A weak version of the life-mind continuity thesis entails that every living system also has a basic mind (with a non-representational form of intentionality). The strong version entails that the same concepts that are sufficient to explain basic minds (with non-representational states) are also central to understanding non-basic minds (with representational states). We argue that recent work on the free energy principle supports the following claims with respect to the life-mind continuity thesis: (i) there is a strong continuity between life (...)
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  21.  31
    The Pragmatic Turn: Toward Action-Oriented Views in Cognitive Science.Andreas K. Engel, Karl J. Friston & Danica Kragic (eds.) - 2016 - MIT Press.
    Cognitive science is experiencing a pragmatic turn away from the traditional representation-centered framework toward a view that focuses on understanding cognition as "enactive." This enactive view holds that cognition does not produce models of the world but rather subserves action as it is grounded in sensorimotor skills. In this volume, experts from cognitive science, neuroscience, psychology, robotics, and philosophy of mind assess the foundations and implications of a novel action-oriented view of cognition. Their contributions and supporting experimental evidence show that (...)
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  22. Computational psychiatry.P. Read Montague, Raymond J. Dolan, Karl J. Friston & Peter Dayan - 2012 - Trends in Cognitive Sciences 16 (1):72-80.
  23. Consciousness, Dreams, and Inference: The Cartesian Theatre Revisited.J. Allan Hobson & Karl J. Friston - 2014 - Journal of Consciousness Studies 21 (1-2):6-32.
    This paper considers the Cartesian theatre as a metaphor for the virtual reality models that the brain uses to make inferences about the world. This treatment derives from our attempts to understand dreaming and waking consciousness in terms of free energy minimization. The idea here is that the Cartesian theatre is not observed by an internal audience but furnishes a theatre in which fictive narratives and fantasies can be rehearsed and tested against sensory evidence. We suppose the brain is driven (...)
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  24. The active inference approach to ecological perception: general information dynamics for natural and artificial embodied cognition.Adam Linson, Andy Clark, Subramanian Ramamoorthy & Karl Friston - 2018 - Frontiers in Robotics and AI 5 (21):1-22.
    The emerging neurocomputational vision of humans as embodied, ecologically embedded, social agents—who shape and are shaped by their environment—offers a golden opportunity to revisit and revise ideas about the physical and information-theoretic underpinnings of life, mind, and consciousness itself. In particular, the active inference framework makes it possible to bridge connections from computational neuroscience and robotics/AI to ecological psychology and phenomenology, revealing common underpinnings and overcoming key limitations. AIF opposes the mechanistic to the reductive, while staying fully grounded in a (...)
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  25.  54
    ‘Seeing the Dark’: Grounding Phenomenal Transparency and Opacity in Precision Estimation for Active Inference.Jakub Limanowski & Karl Friston - 2018 - Frontiers in Psychology 9.
  26.  39
    Regimes of Expectations: An Active Inference Model of Social Conformity and Human Decision Making.Axel Constant, Maxwell J. D. Ramstead, Samuel P. L. Veissière & Karl Friston - 2019 - Frontiers in Psychology 10.
  27.  62
    Neural correlates of perceptual rivalry in the human brain.E. D. Lumer, K. J. Friston & Geraint Rees - 1998 - Science 280 (5371):1930-1934.
  28.  72
    Active inference and free energy.Karl Friston - 2013 - Behavioral and Brain Sciences 36 (3):212-213.
    Why do brains have so many connections? The principles exposed by Andy Clark provide answers to questions like this by appealing to the notion that brains distil causal regularities in the sensorium and embody them in models of their world. For example, connections embody the fact that causes have particular consequences. This commentary considers the imperatives for this form of embodiment.
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  29.  65
    The Projective Consciousness Model and Phenomenal Selfhood.Kenneth Williford, Daniel Bennequin, Karl Friston & David Rudrauf - 2018 - Frontiers in Psychology 9.
  30.  34
    Exploration, novelty, surprise, and free energy minimization.Philipp Schwartenbeck, Thomas FitzGerald, Raymond J. Dolan & Karl Friston - 2013 - Frontiers in Psychology 4.
  31. A World Unto Itself: Human Communication as Active Inference.Jared Vasil, Paul B. Badcock, Axel Constant, Karl Friston & Maxwell J. D. Ramstead - 2020 - Frontiers in Psychology 11.
  32.  38
    Computational Neuropsychology and Bayesian Inference.Thomas Parr, Geraint Rees & Karl J. Friston - 2018 - Frontiers in Human Neuroscience 12.
  33.  56
    Uncertainty in perception and the Hierarchical Gaussian Filter.Christoph D. Mathys, Ekaterina I. Lomakina, Jean Daunizeau, Sandra Iglesias, Kay H. Brodersen, Karl J. Friston & Klaas E. Stephan - 2014 - Frontiers in Human Neuroscience 8.
  34.  55
    Bayesian inferences about the self : A review.Michael Moutoussis, Pasco Fearon, Wael El-Deredy, Raymond J. Dolan & Karl J. Friston - 2014 - Consciousness and Cognition 25:67-76.
    Viewing the brain as an organ of approximate Bayesian inference can help us understand how it represents the self. We suggest that inferred representations of the self have a normative function: to predict and optimise the likely outcomes of social interactions. Technically, we cast this predict-and-optimise as maximising the chance of favourable outcomes through active inference. Here the utility of outcomes can be conceptualised as prior beliefs about final states. Actions based on interpersonal representations can therefore be understood as minimising (...)
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  35.  38
    Attenuating oneself.Jakub Limanowski & Karl Friston - 2020 - Philosophy and the Mind Sciences 1 (I):1-16.
    In this paper, we address reports of “selfless” experiences from the perspective of active inference and predictive processing. Our argument builds upon grounding self-modelling in active inference as action planning and precision control within deep generative models – thus establishing a link between computational mechanisms and phenomenal selfhood. We propose that “selfless” experiences can be interpreted as cases in which normally congruent processes of computational and phenomenal self-modelling diverge in an otherwise conscious system. We discuss two potential mechanisms – within (...)
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  36. Order and Change in Art: Towards an Active Inference Account of Aesthetic Experience.Sander Van de Cruys, Jacopo Frascaroli & Karl Friston - 2024 - Philosophical Transactions of the Royal Society B 379 (20220411).
    How to account for the power that art holds over us? Why do artworks touch us deeply, consoling, transforming or invigorating us in the process? In this paper, we argue that an answer to this question might emerge from a fecund framework in cognitive science known as predictive processing (a.k.a. active inference). We unpack how this approach connects sense-making and aesthetic experiences through the idea of an ‘epistemic arc’, consisting of three parts (curiosity, epistemic action and aha experiences), which we (...)
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  37.  39
    What Might Interoceptive Inference Reveal about Consciousness?Niia Nikolova, Peter Thestrup Waade, Karl J. Friston & Micah Allen - 2022 - Review of Philosophy and Psychology 13 (4):879-906.
    The mainstream science of consciousness offers a few predominate views of how the brain gives rise to awareness. Chief among these are the Higher-Order Thought Theory, Global Neuronal Workspace Theory, Integrated Information Theory, and hybrids thereof. In parallel, rapid development in predictive processing approaches have begun to outline concrete mechanisms by which interoceptive inference shapes selfhood, affect, and exteroceptive perception. Here, we consider these new approaches in terms of what they might offer our empirical, phenomenological, and philosophical understanding of consciousness (...)
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  38.  28
    I overthink—Therefore I am not: An active inference account of altered sense of self and agency in depersonalisation disorder.Anna Ciaunica, Anil Seth, Jakub Limanowski, Casper Hesp & Karl J. Friston - 2022 - Consciousness and Cognition 101:103320.
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  39.  24
    Embodied skillful performance: where the action is.Inês Hipólito, Manuel Baltieri, Karl Friston & Maxwell J. D. Ramstead - 2021 - Synthese 199 (1-2):4457-4481.
    When someone masters a skill, their performance looks to us like second nature: it looks as if their actions are smoothly performed without explicit, knowledge-driven, online monitoring of their performance. Contemporary computational models in motor control theory, however, are instructionist: that is, they cast skillful performance as a knowledge-driven process. Optimal motor control theory, as representative par excellence of such approaches, casts skillful performance as an instruction, instantiated in the brain, that needs to be executed—a motor command. This paper aims (...)
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  40.  82
    Degeneracy and cognitive anatomy.Cathy J. Price & Karl J. Friston - 2002 - Trends in Cognitive Sciences 6 (10):416-421.
  41.  87
    Therapeutic Alliance as Active Inference: The Role of Therapeutic Touch and Synchrony.Zoe McParlin, Francesco Cerritelli, Karl J. Friston & Jorge E. Esteves - 2022 - Frontiers in Psychology 13.
    Recognizing and aligning individuals’ unique adaptive beliefs or “priors” through cooperative communication is critical to establishing a therapeutic relationship and alliance. Using active inference, we present an empirical integrative account of the biobehavioral mechanisms that underwrite therapeutic relationships. A significant mode of establishing cooperative alliances—and potential synchrony relationships—is through ostensive cues generated by repetitive coupling during dynamic touch. Established models speak to the unique role of affectionate touch in developing communication, interpersonal interactions, and a wide variety of therapeutic benefits for (...)
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  42. Attention or salience?Thomas Parr & Karl Friston - 2019 - Current Opinion in Psychology 29:1-5.
    While attention is widely recognised as central to perception, the term is often used to mean very different things. Prominent theories of attention — notably the premotor theory — relate it to planned or executed eye movements. This contrasts with the notion of attention as a gain control process that weights the information carried by different sensory channels. We draw upon recent advances in theoretical neurobiology to argue for a distinction between attentional gain mechanisms and salience attribution. The former depends (...)
     
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  43.  15
    Simulating Emotions: An Active Inference Model of Emotional State Inference and Emotion Concept Learning.Ryan Smith, Thomas Parr & Karl J. Friston - 2019 - Frontiers in Psychology 10.
  44.  27
    TTOM in action: Refining the variational approach to cognition and culture.Samuel P. L. Veissière, Axel Constant, Maxwell J. D. Ramstead, Karl J. Friston & Laurence J. Kirmayer - 2020 - Behavioral and Brain Sciences 43:e120.
    The target article “Thinking Through Other Minds” (TTOM) offered an account of the distinctively human capacity to acquire cultural knowledge, norms, and practices. To this end, we leveraged recent ideas from theoretical neurobiology to understand the human mind in social and cultural contexts. Our aim was bothsynthetic– building an integrative model adequate to account for key features of cultural learning and adaptation; andprescriptive– showing how the tools developed to explain brain dynamics can be applied to the emergence of social and (...)
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  45.  15
    Immunoceptive inference: why are psychiatric disorders and immune responses intertwined?Karl Friston, Maxwell Ramstead, Thomas Parr & Anjali Bhat - 2021 - Biology and Philosophy 36 (3):1-24.
    There is a steadily growing literature on the role of the immune system in psychiatric disorders. So far, these advances have largely taken the form of correlations between specific aspects of inflammation (e.g. blood plasma levels of inflammatory markers, genetic mutations in immune pathways, viral or bacterial infection) with the development of neuropsychiatric conditions such as autism, bipolar disorder, schizophrenia and depression. A fundamental question remains open: why are psychiatric disorders and immune responses intertwined? To address this would require a (...)
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  46.  21
    Relative fluency (unfelt vs felt) in active inference.Denis Brouillet & Karl Friston - 2023 - Consciousness and Cognition 115 (C):103579.
  47.  16
    A Response to Our Theatre Critics.J. A. Hobson & K. J. Friston - 2016 - Journal of Consciousness Studies 23 (3-4):245-254.
    We would like to thank Dolega and Dewhurst for a thought-provoking and informed deconstruction of our article, which we take as applause from valued members of our audience. In brief, we fully concur with the theatre-free formulation offered by Dolega and Dewhurst and take the opportunity to explain why we used the Cartesian theatre metaphor. We do this by drawing an analogy between consciousness and evolution. This analogy is used to emphasize the circular causality inherent in the free energy principle. (...)
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  48. How and Why Consciousness Arises: Some Considerations from Physics and Physiology.M. Solms & K. Friston - 2018 - Journal of Consciousness Studies 25 (5-6):202-238.
    We offer a scientific approach to the philosophical 'hard problem' of consciousness, as formulated by David Chalmers in this journal. Our treatment is based upon two recent insights concerning the endogenous nature of consciousness and the minimal thermodynamic conditions for being alive. We suggest that a combination of these insights specifies sufficient conditions for attributing feeling to being.
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  49.  16
    Osteopathic Care as (En)active Inference: A Theoretical Framework for Developing an Integrative Hypothesis in Osteopathy.Jorge E. Esteves, Francesco Cerritelli, Joohan Kim & Karl J. Friston - 2022 - Frontiers in Psychology 13.
    Osteopathy is a person-centred healthcare discipline that emphasizes the body’s structure-function interrelationship—and its self-regulatory mechanisms—to inform a whole-person approach to health and wellbeing. This paper aims to provide a theoretical framework for developing an integrative hypothesis in osteopathy, which is based on the enactivist and active inference accounts. We propose that osteopathic care can be reconceptualised under active inference as a unifying framework. Active inference suggests that action-perception cycles operate to minimize uncertainty and optimize an individual’s internal model of the (...)
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  50.  36
    A formal model of interpersonal inference.Michael Moutoussis, Nelson J. Trujillo-Barreto, Wael El-Deredy, Raymond J. Dolan & Karl J. Friston - 2014 - Frontiers in Human Neuroscience 8.
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