The Markov blankets of life: autonomy, active inference and the free energy principle

This work addresses the autonomous organization of biological systems. It does so by considering the boundaries of biological systems, from individual cells to Home sapiens, in terms of the presence of Markov blankets under the active inference scheme—a corollary of the free energy principle. A Markov blanket defines the boundaries of a system in a statistical sense. Here we consider how a collective of Markov blankets can self-assemble into a global system that itself has a Markov blanket; thereby providing an illustration of how autonomous systems can be understood as having layers of nested and self-sustaining boundaries. This allows us to show that: (i) any living system is a Markov blanketed system and (ii) the boundaries of such systems need not be co-extensive with the biophysical boundaries of a living organism. In other words, autonomous systems are hierarchically composed of Markov blankets of Markov blankets—all the way down to individual cells, all the way up to you and me, and all the way out to include elements of the local environment.

[1]  A. Clark Supersizing the Mind , 2008 .

[2]  R. Mizen The embodied mind. , 2009, The Journal of analytical psychology.

[3]  Karl J. Friston,et al.  The graphical brain: Belief propagation and active inference , 2017, Network Neuroscience.

[4]  Ana B. Chica,et al.  Attentional Routes to Conscious Perception , 2012, Front. Psychology.

[5]  R. M. Gaze Dynamic patterns , 1975, Nature.

[6]  J. Hohwy The Predictive Mind , 2013 .

[7]  Xabier E. Barandiaran,et al.  Adaptivity: From Metabolism to Behavior , 2008, Adapt. Behav..

[8]  A. Woods,et al.  Context Modulates the Contribution of Time and Space in Causal Inference , 2012, Front. Psychology.

[9]  D. Knill,et al.  The Bayesian brain: the role of uncertainty in neural coding and computation , 2004, Trends in Neurosciences.

[10]  Karl J. Friston The free-energy principle: a unified brain theory? , 2010, Nature Reviews Neuroscience.

[11]  J. Hohwy How to Entrain Your Evil Demon , 2017 .

[12]  I. Prigogine,et al.  Biological order, structure and instabilities , 1971, Quarterly Reviews of Biophysics.

[13]  H. Maturana,et al.  Autopoiesis: the organization of living systems, its characterization and a model. , 1974, Currents in modern biology.

[14]  Erik Rietveld,et al.  The anticipating brain is not a scientist: the free-energy principle from an ecological-enactive perspective , 2016, Synthese.

[15]  J. Carr Applications of Centre Manifold Theory , 1981 .

[16]  Karl J. Friston,et al.  Answering Schrödinger's question: A free-energy formulation , 2017, Physics of life reviews.

[17]  E. D. Di Paolo Extended Life , 2008 .

[18]  Michael D. Kirchhoff Species of Realization and the Free Energy Principle , 2015 .

[19]  O. Sporns Networks of the Brain , 2010 .

[20]  Michael D. Kirchhoff Autopoiesis, free energy, and the life–mind continuity thesis , 2016, Synthese.

[21]  J. Esteban,et al.  Living with the enemy: a physiological role for the β-amyloid peptide , 2004, Trends in Neurosciences.

[22]  M. Lungarella,et al.  Information Self-Structuring: Key Principle for Learning and Development , 2005, Proceedings. The 4nd International Conference on Development and Learning, 2005..

[23]  S. De Monte,et al.  Coherent regimes of globally coupled dynamical systems. , 2002, Physical review letters.

[24]  Karl J. Friston,et al.  From cognitivism to autopoiesis: towards a computational framework for the embodied mind , 2016, Synthese.

[25]  Paul E. Griffiths,et al.  How the Mind Grows: A Developmental Perspective on the Biology of Cognition , 2000, Synthese.

[26]  K. Cheng Theory of Superconductivity , 1948, Nature.

[27]  H. Haken Synergetics: an Introduction, Nonequilibrium Phase Transitions and Self-organization in Physics, Chemistry, and Biology , 1977 .

[28]  A. Clark How to Knit Your Own Markov Blanket: Resisting the Second Law with Metamorphic Minds , 2017 .

[29]  Adeel Razi,et al.  Biological Self-organisation and Markov blankets , 2017, bioRxiv.

[30]  Karl J. Friston Life as we know it , 2013, Journal of The Royal Society Interface.

[31]  Karl J. Friston,et al.  Principles of Brain Dynamics: Global State Interactions , 2012 .

[32]  Randall D. Beer,et al.  The Dynamics of Active Categorical Perception in an Evolved Model Agent , 2003, Adapt. Behav..

[33]  Francisco J. Varela,et al.  The Embodied Mind , 2018 .

[34]  Michael Brereton,et al.  Synergetics: An Introduction – Nonequilibrium Phase Transitions and Self–Organisation in Physics, Chemistry and Biology , 1978 .

[35]  Jakob Hohwy,et al.  The Neural Organ Explains the Mind , 2014 .

[36]  Judea Pearl,et al.  Probabilistic reasoning in intelligent systems - networks of plausible inference , 1991, Morgan Kaufmann series in representation and reasoning.

[37]  Tom Froese,et al.  Where There is Life There is Mind: In Support of a Strong Life-Mind Continuity Thesis , 2017, Entropy.

[38]  Matthew J. Beal Variational algorithms for approximate Bayesian inference , 2003 .

[39]  Karl J. Friston,et al.  Scene Construction, Visual Foraging, and Active Inference , 2016, Front. Comput. Neurosci..

[40]  E. Thompson,et al.  Mind in life : biology, phenomenology, and the sciences of mind , 2007 .

[41]  Michael L. Anderson Of Bayes and bullets: An embodied, situated, targeting-based account of predictive processing , 2017 .

[42]  Erik Rietveld,et al.  Self-organization, free energy minimization, and optimal grip on a field of affordances , 2014, Front. Hum. Neurosci..

[43]  Karl J. Friston,et al.  Free-energy and the brain , 2007, Synthese.

[44]  W. Ashby,et al.  Every Good Regulator of a System Must Be a Model of That System , 1970 .

[45]  Linda B. Smith,et al.  A Dynamic Systems Approach to the Development of Cognition and Action , 2007, Journal of Cognitive Neuroscience.

[46]  Karl J. Friston The free-energy principle: a rough guide to the brain? , 2009, Trends in Cognitive Sciences.

[47]  E. D. Paolo,et al.  Autopoiesis, Adaptivity, Teleology, Agency , 2005 .

[48]  J. Hohwy Attention and Conscious Perception in the Hypothesis Testing Brain , 2012, Front. Psychology.

[49]  Hermann Haken,et al.  Synergetics: An Introduction , 1983 .

[50]  Menas C. Kafatos,et al.  Complementarity in biological systems: A complexity view , 2013, Complex..

[51]  F. Varela Patterns of Life: Intertwining Identity and Cognition , 1997, Brain and Cognition.

[52]  Bernardo Spagnolo,et al.  Nonlinear Relaxation Phenomena in Metastable Condensed Matter Systems , 2016, Entropy.

[53]  Karl J. Friston Embodied Inference : or “ I think therefore I am , if I am what I think ” , 2010 .

[54]  Michael D. Kirchhoff Predictive processing, perceiving and imagining: Is to perceive to imagine, or something close to it? , 2018 .

[55]  Karl J. Friston,et al.  Knowing one's place: a free-energy approach to pattern regulation , 2015, Journal of The Royal Society Interface.

[56]  Alan Shiell,et al.  A simple guide to chaos and complexity , 2007, Journal of Epidemiology & Community Health.

[57]  Karl J. Friston,et al.  Free-Energy Minimization and the Dark-Room Problem , 2012, Front. Psychology.