A Multi-scale View of the Emergent Complexity of Life: A Free-Energy Proposal
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Self-organizing agents maintain their existence by creating a boundary that separates their internal states from the external states of their environment.
“Self-organizing agents maintain their existence by creating a boundary that separates their internal states from the external states of their environment [12,25,18,15].”
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Cites
(1988) · Cited by 16,582 · see citing works
The social construction of reality : a treatise in the sociology of knowledge
Simpson, G., Berger, P. L., & Luckmann, T. (1967) · American Sociological Review · doi:10.2307/2091739 · Cited by 16,462 · see citing works
The genetical evolution of social behaviour. I
Hamilton, W. D. (1964) · Journal of Theoretical Biology · doi:10.1016/0022-5193(64)90038-4 · Cited by 15,725 · see citing works
(1976) · Cited by 10,423 · see citing works
The free-energy principle: a unified brain theory?
Friston, K. (2010) · Nature Reviews Neuroscience · doi:10.1038/nrn2787 · Cited by 8,120 · cited 6× · see citing works
“We suggest this organization of the brain has been selected for throughout evolution (Section 5.1) because it enables the assembly and maintenance of hierarchical generative models (Badcock, Friston, & Ramstead; under review; Friston, 2010).”
BackgroundMethodInfluentialSelf-citationThe Embodied Mind: Cognitive Science and Human Experience
Varela, F. J., Rosch, E. H., & Thompson, E. T. (2017) · Project Muse (Johns Hopkins University) · Cited by 5,976 · see citing works
Stochastic thermodynamics, fluctuation theorems and molecular machines
Seifert, U. (2012) · Reports on Progress in Physics · doi:10.1088/0034-4885/75/12/126001 · Cited by 3,300 · see citing works
The social construction of reality a treatise in the sociology of knowledge
Berger, P. L. 1.-2., & Luckmann, T. (1967) · Cited by 2,956 · see citing works
(2003) · Cited by 2,898 · see citing works
Mind in life: biology, phenomenology, and the sciences of mind
(2008) · Choice Reviews Online · doi:10.5860/choice.45-2543 · Cited by 2,696 · see citing works
The Embodied Mind: Cognitive Science and Human Experience
Varela, F. J., Thompson, E., & Rosch, E. (2017) · doi:10.7551/mitpress/9780262529365.001.0001 · Cited by 2,449 · see citing works
Canonical Microcircuits for Predictive Coding
Bastos, A. M., Usrey, W. M., Adams, R. A., Mangun, G. R., Fries, P., & Friston, K. J. (2012) · Neuron · doi:10.1016/j.neuron.2012.10.038 · Cited by 2,421 · cited 1× · see citing works
“For example, it has been suggested that superficial pyramidal cells are involved in calculating prediction errors and passing them upwards and that deep pyramidal cells pass the expectations of each level to the one below in the form of predictions (Bastos et al., 2012).”
BackgroundSelf-citationSelfish DNA: the ultimate parasite
Orgel, L. E., & Crick, F. H. C. (1980) · Nature · doi:10.1038/284604a0 · Cited by 2,163 · see citing works
Group Selection and Kin Selection
Smith, J. M. (1964) · Nature · doi:10.1038/2011145a0 · Cited by 2,020 · see citing works
Hohwy, J. (2013) · doi:10.1093/acprof:oso/9780199682737.001.0001 · Cited by 1,914 · see citing works
Radical Embodied Cognitive Science
Chemero, A. P. (2009) · doi:10.7551/mitpress/8367.001.0001 · Cited by 1,899 · see citing works
Autopoiesis: The organization of living systems, its characterization and a model
Varela, F. G., Maturana, H. R., & Uribe, R. (1974) · Biosystems · doi:10.1016/0303-2647(74)90031-8 · Cited by 1,899 · see citing works
Noë, A. (2005) · Medical Entomology and Zoology · Cited by 1,875 · see citing works
(2015) · Cited by 1,141 · see citing works
Predictive coding: an account of the mirror neuron system
Kilner, J. M., Friston, K. J., & Frith, C. D. (2007) · Cognitive Processing · doi:10.1007/s10339-007-0170-2 · Cited by 1,134 · see citing works
Self-citationAlteration of North American Streams by Beaver
Naiman, R. J., Johnston, C. A., & Kelley, J. C. (1988) · BioScience · doi:10.2307/1310784 · Cited by 1,004 · see citing works
The Ecological Approach to Visual Perception: Classic Edition
Gibson, J. J. (2014) · Cited by 896 · see citing works
Building evolutionary resilience for conserving biodiversity under climate change
Sgrò, C. M., Lowe, A. J., & Hoffmann, A. A. (2010) · Evolutionary Applications · doi:10.1111/j.1752-4571.2010.00157.x · Cited by 869 · see citing works
Experience-dependent plasticity of dendritic spines in the developing rat barrel cortex in vivo
Lendvai, B., Stern, E. A., Chen, B., & Svoboda, K. (2000) · Nature · doi:10.1038/35009107 · Cited by 802 · see citing works
Friston, K. (2013) · Journal of The Royal Society Interface · doi:10.1098/rsif.2013.0475 · Cited by 754 · see citing works
Self-citationComplexity and the Function of Mind in Nature
Godfrey‐Smith, P. (1996) · Cambridge University Press eBooks · doi:10.1017/cbo9781139172714 · Cited by 725 · see citing works
A Hierarchy of Time-Scales and the Brain
Kiebel, S. J., Daunizeau, J., & Friston, K. J. (2008) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1000209 · Cited by 694 · see citing works
Self-citationAction understanding and active inference
Friston, K., Mattout, J., & Kilner, J. (2011) · Biological Cybernetics · doi:10.1007/s00422-011-0424-z · Cited by 665 · see citing works
Self-citationMirror neurons: from origin to function
Cook, R., Bird, G., Catmur, C., Press, C., & Heyes, C. (2014) · Behavioral and Brain Sciences · doi:10.1017/s0140525x13000903 · Cited by 632 · see citing works
Hohwy, J. (2016) · Noûs · doi:10.1111/nous.12062 · Cited by 578 · see citing works
Self-organization, free energy minimization, and optimal grip on a field of affordances
Bruineberg, J. P., & Rietveld, E. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2014.00599 · Cited by 541 · see citing works
Dendritic discrimination of temporal input sequences in cortical neurons
Branco, T., Clark, B. A., & Häusser, M. (2010) · Science · doi:10.1126/science.1189664 · Cited by 497 · see citing works
The Markov blankets of life: autonomy, active inference and the free energy principle
Kirchhoff, M., Parr, T., Palacios, E., Friston, K., & Kiverstein, J. (2018) · Journal of The Royal Society Interface · doi:10.1098/rsif.2017.0792 · Cited by 463 · cited 5× · see citing works
“The variational approach has recently been extended to explicitly address living systems across spatial and temporal scales (Kirchhoff et al., 2018; Ramstead et al., 2017), relying heavily on the concept of a Markov blanket introduced in Section 1.”
BackgroundMethodInfluentialSelf-citationNiche Construction Theory: A Practical Guide for Ecologists
Odling‐Smee, J., Erwin, D. H., Palkovacs, E. P., Feldman, M. W., & Laland, K. N. (2013) · The Quarterly Review of Biology · doi:10.1086/669266 · Cited by 460 · see citing works
Reinforcement learning or active inference?
Friston, K. J., Daunizeau, J., & Kiebel, S. J. (2009) · PLoS ONE · doi:10.1371/journal.pone.0006421 · Cited by 443 · see citing works
Self-citationRamstead, M. J. D., Veissière, S. P. L., & Kirmayer, L. J. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.01090 · Cited by 422 · see citing works
Self-citationDissipative structures and weak turbulence
Manneville, P. (2008) · Springer eBooks · doi:10.1007/3-540-60188-0_59 · Cited by 383 · see citing works
Free-Energy Minimization and the Dark-Room Problem
Friston, K., Thornton, C., & Clark, A. (2012) · Frontiers in Psychology · doi:10.3389/fpsyg.2012.00130 · Cited by 367 · see citing works
Self-citationAnswering Schrödinger's question: A free-energy formulation
Ramstead, M. J. D., Badcock, P. B., & Friston, K. J. (2018) · Physics of Life Reviews · doi:10.1016/j.plrev.2017.09.001 · Cited by 354 · see citing works
Self-citationTransitions in neural oscillations reflect prediction errors generated in audiovisual speech
Arnal, L. H., Wyart, V., & Giraud, A.-L. (2011) · Nature Neuroscience · doi:10.1038/nn.2810 · Cited by 353 · see citing works
Active inference, communication and hermeneutics
Friston, K. J., & Frith, C. D. (2015) · Cortex · doi:10.1016/j.cortex.2015.03.025 · Cited by 266 · cited 1× · see citing works
“Such learning was addressed by Frith and Friston (2015), which is the focus of this section.”
BackgroundSelf-citationSynaptic integration in dendritic trees
Gulledge, A. T., Kampa, B. M., & Stuart, G. J. (2005) · Journal of Neurobiology · doi:10.1002/neu.20144 · Cited by 248 · see citing works
Knowing one's place: a free-energy approach to pattern regulation
Friston, K., Levin, M., Sengupta, B., & Pezzulo, G. (2015) · Journal of The Royal Society Interface · doi:10.1098/rsif.2014.1383 · Cited by 234 · see citing works
Self-citationInformation and efficiency in the nervous system-a synthesis.
Sengupta, B., Stemmler, M. B., & Friston, K. J. (2013) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1003157 · Cited by 212 · see citing works
Self-citationA variational approach to niche construction
Constant, A., Ramstead, M. J. D., Veissière, S. P. L., Campbell, J. O., & Friston, K. J. (2018) · Journal of The Royal Society Interface · doi:10.1098/rsif.2017.0685 · Cited by 204 · see citing works
Self-citationMcKinley, J. (2015) · Critical Inquiry in Language Studies · doi:10.1080/15427587.2015.1060558 · Cited by 196 · see citing works
The depressed brain: an evolutionary systems theory
Badcock, P. B., Davey, C. G., Whittle, S., Allen, N. B., & Friston, K. J. (2017) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2017.01.005 · Cited by 190 · see citing works
Self-citationScene Construction, Visual Foraging, and Active Inference
Mirza, M. B., Adams, R. A., Mathys, C. D., & Friston, K. J. (2016) · Frontiers in Computational Neuroscience · doi:10.3389/fncom.2016.00056 · Cited by 165 · see citing works
Self-citationAdaptivity: From Metabolism to Behavior
Barandiaran, X. E., & Moreno, Á. (2008) · Adaptive Behavior · doi:10.1177/1059712308093868 · Cited by 142 · see citing works
Free Energy, Value, and Attractors
Friston, K. J., & Ao, P. (2011) · Computational and Mathematical Methods in Medicine · doi:10.1155/2012/937860 · Cited by 140 · see citing works
Self-citationUniversal darwinism as a process of bayesian inference
Campbell, J. O. (2016) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2016.00049 · Cited by 140 · see citing works
Planning to be surprised: optimal bayesian exploration in dynamic environments
Sun, Y., Gomez, F., & Schmidhuber, J. (2011) · Lecture notes in computer science · doi:10.1007/978-3-642-22887-2_5 · Cited by 134 · see citing works
Towards a neuronal gauge theory
Sengupta, B., Tozzi, A., Cooray, G. K., Douglas, P. K., & Friston, K. J. (2016) · PLOS Biology · doi:10.1371/journal.pbio.1002400 · Cited by 132 · see citing works
Self-citationWhy developmental niche construction is not selective niche construction: and why it matters
Stotz, K. C. (2017) · Interface Focus · doi:10.1098/rsfs.2016.0157 · Cited by 118 · see citing works
The role of mirror neurons in speech perception and action word semantics
Hickok, G. S. (2010) · Language and Cognitive Processes · doi:10.1080/01690961003595572 · Cited by 96 · see citing works
Fragaszy, D. M., Eshchar, Y., Visalberghi, E. M., Resende, B. D. D., Laity, K., & Izar, P. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1621071114 · Cited by 95 · see citing works
Stochastic search using the natural gradient
Sun, Y., Wierstra, D., Schaul, T., & Schmidhuber, J. (2009) · International Conference on Machine Learning · doi:10.1145/1553374.1553522 · Cited by 80 · see citing works
Pezzullo, G., Vosgerau, G., Uta Frith, A., Hamilton, A. F. D. C., Heyes, C. M., Iriki, A., Jörntell, H., Peter König, B., Nagel, S., Oudeyer, P.-Y., et al. (2016) · The MIT Press eBooks · doi:10.7551/mitpress/9780262034326.001.0001 · Cited by 80 · see citing works
Free Energy and Dendritic Self-Organization
Kiebel, S. J., & Friston, K. J. (2011) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2011.00080 · Cited by 68 · see citing works
Self-citationInformation without content: A Gibsonian reply to enactivists’ worries
van Dijk, L., Withagen, R., & Bongers, R. M. (2014) · Cognition · doi:10.1016/j.cognition.2014.10.012 · Cited by 64 · see citing works
Evolutionary systems theory: a unifying meta-theory of psychological science
Badcock, P. B. (2012) · Review of General Psychology · doi:10.1037/a0026381 · Cited by 61 · see citing works
Self-citationKirchhoff, M. D. (2017) · Philosophical Studies · doi:10.1007/s11098-017-0891-8 · Cited by 61 · see citing works
Self-citationPrecise Worlds for Certain Minds: An Ecological Perspective on the Relational Self in Autism
Constant, A., Bervoets, J., Hens, K., & de Cruys, S. V. (2018) · Topoi · doi:10.1007/s11245-018-9546-4 · Cited by 53 · see citing works
Self-citationActive inference and the anatomy of oculomotion
Parr, T., & Friston, K. J. (2018) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2018.01.041 · Cited by 51 · see citing works
Self-citationAdams, R. A., Bauer, M., Pinotsis, D. A., & Friston, K. J. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.02.055 · Cited by 44 · see citing works
Self-citationPredictive brains and embodied, enactive cognition: an introduction to the special issue
Kirchhoff, M. D. (2017) · Synthese · doi:10.1007/s11229-017-1534-5 · Cited by 41 · see citing works
Self-citationCommunity Resources for Learning: How Capuchin Monkeys Construct Technical Traditions
Fragaszy, D. M. (2011) · Biological Theory · doi:10.1007/s13752-012-0032-8 · Cited by 37 · see citing works
Fear reactions to snakes in naïve mouse lemurs and pig-tailed macaques
Weiss, L., Brandl, P., & Frynta, D. (2015) · Primates · doi:10.1007/s10329-015-0473-3 · Cited by 35 · see citing works
Biological Self-organisation and Markov blanketsPreprint
Palacios, E. R., Razi, A., Parr, T., Kirchhoff, M. D., & Friston, K. J. (2017) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/227181 · Cited by 34 · see citing works
Self-citationAfter phrenology: Time for a paradigm shift in cognitive science
Badcock, P. B., Ploeger, A., & Allen, N. B. (2016) · Behavioral and Brain Sciences · doi:10.1017/s0140525x15001557 · Cited by 26 · see citing works
Self-citationExplaining social norm compliance. A plea for neural representations
Colombo, M. (2013) · Phenomenology and the Cognitive Sciences · doi:10.1007/s11097-013-9296-0 · Cited by 24 · see citing works
Species of realization and the free energy principle
Kirchhoff, M. D. (2015) · Australasian Journal of Philosophy · doi:10.1080/00048402.2014.992446 · Cited by 19 · see citing works
Self-citationSystematic mapping between dendritic function and structure
Torben-Nielsen, B., & Stiefel, K. M. (2009) · Network Computation in Neural Systems · doi:10.1080/09548980902984833 · Cited by 16 · see citing works
Predictive coding? Yes, but from what source?
Hickok, G. S. (2013) · Behavioral and Brain Sciences · doi:10.1017/s0140525x12002750 · Cited by 14 · see citing works
Variational neuroethology: Answering further questions
Ramstead, M. J. D., Badcock, P. B., & Friston, K. J. (2018) · Physics of Life Reviews · doi:10.1016/j.plrev.2018.01.003 · Cited by 13 · see citing works
Self-citationAnticipating affordances : Intentionality in self-organizing brain-body-environment systems
Bruineberg, J. P. (2018) · UvA-DARE (University of Amsterdam) · Cited by 5 · see citing works
Flagged first, then by citations
1 of the 77 references couldn’t be matched to a known paper.
Research works printed but not linked: 2
- Chemero, A. (2009). Radical embodied cognition. Cambridge, MA: MIT Press.
- Odling-Smee, F. J., & Laland, K. N. (2000). Niche Construction and Gene-Culture Coevolution: An Evolutionary Basis for the Human. In T. N. S. Tonneau F. (Ed.), Perspectives in Ethology (Vol. Sciences Perspecties in Ethology,13). Boston, MA: Springer.
Cited by
Sorted by citations
Deeply Felt Affect: The Emergence of Valence in Deep Active Inference
Hesp, C., Smith, R., Parr, T., Allen, M., Friston, K. J., & Ramstead, M. J. D. (2021) · Neural Computation · doi:10.1162/neco_a_01341 · Cited by 246 · see citing works
Self-citationMultiscale integration: beyond internalism and externalism
Ramstead, M. J. D., Kirchhoff, M. D., Constant, A., & Friston, K. J. (2019) · Synthese · doi:10.1007/s11229-019-02115-x · Cited by 145 · see citing works
Self-citationThe Emperor's New Markov Blankets
Bruineberg, J. P., Dołęga, K., Dewhurst, J., & Baltieri, M. (2021) · Behavioral and Brain Sciences · doi:10.1017/s0140525x21002351 · Cited by 133 · see citing works
The evolution of brain architectures for predictive coding and active inference
Pezzulo, G., Parr, T., & Friston, K. J. (2021) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2020.0531 · Cited by 126 · see citing works
Self-citationFriston, K. J., Costa, L. D., Hafner, D., Hesp, C., & Parr, T. (2021) · Neural Computation · doi:10.1162/neco_a_01351 · Cited by 123 · see citing works
Self-citationFields, C., & Levin, M. (2022) · Entropy · doi:10.3390/e24060819 · Cited by 121 · see citing works
Bolis, D., Dumas, G., & Schilbach, L. (2022) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2021.0365 · Cited by 81 · see citing works
The Markov blanket trick: On the scope of the free energy principle and active inference
Raja, V., Valluri, D., Baggs, E., Chemero, A. P., & Anderson, M. L. (2021) · Physics of Life Reviews · doi:10.1016/j.plrev.2021.09.001 · Cited by 80 · see citing works
Bayesian mechanics for stationary processes
Da Costa, L., Friston, K., Heins, C., & Pavliotis, G. A. (2021) · Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences · doi:10.1098/rspa.2021.0518 · Cited by 63 · see citing works
Self-citationImmunoceptive inference: why are psychiatric disorders and immune responses intertwined?
Bhat, A., Parr, T., Ramstead, M. J. D., & Friston, K. J. (2021) · Biology & Philosophy · doi:10.1007/s10539-021-09801-6 · Cited by 63 · see citing works
Self-citationMetzinger, T. K. (2024) · The MIT Press eBooks · doi:10.7551/mitpress/15196.001.0001 · Cited by 51 · see citing works
Living models or life modelled? On the use of models in the free energy principle
van Es, T. (2020) · Adaptive Behavior · doi:10.1177/1059712320918678 · Cited by 49 · see citing works
Perfect timing: Mobile brain/body imaging scaffolds the 4E‐cognition research program
Parada, F. J., & Rossi, A. (2020) · European Journal of Neuroscience · doi:10.1111/ejn.14783 · Cited by 39 · see citing works
An Active Inference Model of Collective Intelligence
Kaufmann, R., Gupta, P., & Taylor, J. (2021) · Entropy · doi:10.3390/e23070830 · Cited by 35 · see citing works
Metacognition as a Consequence of Competing Evolutionary Time Scales
Kuchling, F., Fields, C., & Levin, M. G. (2022) · Entropy · doi:10.3390/e24050601 · Cited by 29 · see citing works
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Nikolova, N. E., Waade, P. T., Friston, K. J., & Allen, M. (2021) · Review of Philosophy and Psychology · doi:10.1007/s13164-021-00580-3 · Cited by 28 · see citing works
Self-citationGoekoop, R., & de Kleijn, R. (2021) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2020.12.021 · Cited by 27 · see citing works
Nave, K. (2025) · The MIT Press eBooks · doi:10.7551/mitpress/15519.001.0001 · Cited by 25 · see citing works
Sims, M. (2020) · Synthese · doi:10.1007/s11229-020-02876-w · Cited by 23 · see citing works
Fabry, R. E. (2021) · Biology & Philosophy · doi:10.1007/s10539-021-09782-6 · Cited by 21 · see citing works
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Colditz, I. G. (2019) · Physiology & Behavior · doi:10.1016/j.physbeh.2019.112758 · Cited by 18 · see citing works
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Heins, C., Klein, B., Demekas, D., Aguilera, M., & Buckley, C. L. (2023) · Communications in computer and information science · doi:10.1007/978-3-031-28719-0_6 · Cited by 15 · see citing works
Kastel, N., Hesp, C., Ridderinkhof, K. R., & Friston, K. J. (2023) · Frontiers in Neurorobotics · doi:10.3389/fnbot.2022.944986 · Cited by 14 · see citing works
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van Es, T. (2019) · Phenomenology and the Cognitive Sciences · doi:10.1007/s11097-019-09649-y · Cited by 14 · see citing works
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Waade, P. T., Olesen, C., Laursen, J. E., Nehrer, S. W., Heins, C., Friston, K. J., & Mathys, C. D. (2025) · Entropy · doi:10.3390/e27020143 · Cited by 12 · see citing works
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Facchin, M. (2021) · Review of Philosophy and Psychology · doi:10.1007/s13164-021-00607-9 · Cited by 10 · see citing works
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Olesen, C., Waade, P. T., Albantakis, L., & Mathys, C. D. (2023) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1011346 · Cited by 9 · see citing works
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van Es, T., & Kirchhoff, M. D. (2021) · Synthese · doi:10.1007/s11229-021-03084-w · Cited by 9 · see citing works
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Beni, M. D., & Friston, K. J. (2024) · Synthese · doi:10.1007/s11229-024-04660-6 · Cited by 6 · see citing works
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Noel, A. D., van Hoof, C., & Millidge, B. (2021) · arXiv (Cornell University) · doi:10.48550/arxiv.2106.02390 · Cited by 5 · see citing works
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Trukovich, J. J. (2025) · Biosystems · doi:10.1016/j.biosystems.2025.105549 · Cited by 4 · see citing works
GUÉNIN--CARLUT, A. (2022) · doi:10.31219/osf.io/x7yr4 · Cited by 4 · see citing works
Structural Realism About the Free Energy Principle, the Best of Both Worlds
Beni, M. D. (2024) · Journal for General Philosophy of Science · doi:10.1007/s10838-024-09673-w · Cited by 3 · see citing works
Kirchhoff, M. D., & van Es, T. (2021) · Biology & Philosophy · doi:10.1007/s10539-021-09780-8 · Cited by 3 · see citing works
Self-citationFrom Life-like to Mind-like Explanation: Natural Agency and the Cognitive Sciences
Djedovic, A. (2020) · PhilPapers (PhilPapers Foundation) · Cited by 3 · see citing works
Thinking like a State - Embodied intelligence in the deep history of our collective mindsPreprint
GUÉNIN--CARLUT, A. (2021) · doi:10.31219/osf.io/dxnzt · Cited by 3 · see citing works
Carls‐Diamante, S., & Laciny, A. (2024) · Lógoi Revista de Filosofía · doi:10.62876/lr.vi45.6481 · Cited by 1 · see citing works
Zhang, H., & Zheng, X. (2024) · Mathematical Biosciences & Engineering · doi:10.3934/mbe.2024143 · Cited by 1 · see citing works
Some additional pieces in the jigsaw puzzle of innovation and technological culture
Sabbatini, G. (2023) · Physics of Life Reviews · doi:10.1016/j.plrev.2023.09.008 · Cited by 1 · see citing works
Reactive Environments for Active Inference Agents with RxEnvironments.jl
Nuijten, W. W. L., & de Vries, B. (2025) · Communications in computer and information science · doi:10.1007/978-3-031-77138-5_10
“Self-organizing agents maintain their existence by creating a boundary that separates their internal states from the external states of their environment [12,25,18,15].”
The argument from Evel (Knievel): daredevils and the free energy principle
Carls‐Diamante, S. (2022) · Biology & Philosophy · doi:10.1007/s10539-022-09872-z
On religious practices as multi-scale active inference
Hipólito, I., & Hesp, C. (2023) · Bloomsbury Academic eBooks · doi:10.5040/9781350329386.0018
Self-citationBowes, S. (2023) · Springer eBooks · doi:10.1007/978-3-031-36930-8_4
Towards a strange interpretation of the Free Energy Principle
Bakker, C. (2023) · Physics of Life Reviews · doi:10.1016/j.plrev.2023.09.011
L. S. Vygotsky: Journey to the West
Mikhailov, I. F. (2023) · Philosophical Letters Russian and European Dialogue · doi:10.17323/2658-5413-2023-6-3-187-205
Zhang, H., & Zheng, X. (2024) · Electronic Research Archive · doi:10.3934/era.2024128
Measure for Measure: Operationalising Cognitive Realism
Beni, M. D. (2024) · Minds and Machines · doi:10.1007/s11023-024-09690-0
R2R (Reaction to Reflection) ModelPreprint
Trukovich, J. J. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5191721
(2025) · The MIT Press eBooks · doi:10.7551/mitpress/15860.003.0018
Scale-invariant evolution: Comment on “homo informatio” by Michael Walker
Friston, K. J. (2026) · Physics of Life Reviews · doi:10.1016/j.plrev.2026.06.005
Self-citationIlievska, A. (2026) · Technosophy · doi:10.14361/9783839438831
- Authors
- Hesp, C., Ramstead, M., Constant, A., Badcock, P., Kirchhoff, M., & Friston, K.
- Affiliations
- University of Amsterdam (NL)
- McGill University (CA)
- The University of Melbourne (AU)
- University of Wollongong (AU)
- University College London (GB)
- Corresponding author
- Hesp, Casper
- Venue
- Springer Proceedings in Complexity
- Publisher
- Springer International Publishing
- Published
- 2019
- Pages
- 195-227
- ISSN
- 2213-8684 (ISSN-L)
- 2213-8692
- OpenAlex
- W2955082317
- Cited by
- 63
- References
- 77
- Citations by year
- 2026: 1 · 2025: 5 · 2024: 10 · 2023: 10 · 2022: 7 · 2021: 19 · 2020: 7 · 2019: 4
- FWCI
- 24.13
- Type
- book chapter
- Language
- en
- Open access
- green
- handle.uba.uva.nl
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Springer proceedings in complexity (publishedVersion)
- UvA-DARE (University of Amsterdam) (submittedVersion)
- PhilPapers (PhilPapers Foundation) (submittedVersion)
- Data Archiving and Networked Services (DANS) (submittedVersion, other-oa)
- UCL Discovery (University College London) (submittedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Embodied and Extended Cognition
- Social Sciences › Arts and Humanities › History and Philosophy of Science › Philosophy and History of Science
- Physical Sciences › Physics and Astronomy › Statistical and Nonlinear Physics › Complex Systems and Dynamics
- Keywords
- free energy principle, variational free energy, autopoiesis, Bayesian model selection, natural selection, spatial and temporal scales, biological complexity, information theory in biology, evolution of organisms
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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