A variational approach to niche construction
Open accessAbstract
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 living systems, and their selection in evolution, in terms of variational inference. We argue that niche construction can be described using a variational approach. We propose new arguments to support the niche construction perspective, and to extend the variational approach to niche construction to current perspectives in various scientific fields.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Niche construction can be seen as a meta-learning mechanism.
“As we show here, niche construction, which can be seen as a meta-learning mechanism (Constant et al., 2018), can prove promising in complexifying environments and population dynamics and bring us closer to artificial agents with behaviors reminiscent of natural ones.”
From Dynamics of niche construction in adaptable populations evolving in diverse environments (2023) · cites this paper as Constant et al., 2018
Niche construction has been formalized as free energy minimization through environmental modification, providing a variational basis for niche construction.
“This process has been formalized as free energy minimization through environmental modification, providing a variational basis for niche construction (Constant et al., 2018).”
From Social Reality Construction via Active Inference: Modeling the Dialectic of Conformity and Creativity (2026) · cites this paper as Constant et al., 2018
Specific phenotypes are determined by interactions between internal intrinsic dynamics (i.e., intra-system evolution) as well as external systems with which these dynamics couple via niche construction and phenotypic plasticity.
“However, specific phenotypes are determined by interactions between internal intrinsic dynamics (i.e., intra-system evolution) as well as external systems with which these dynamics couple via niche construction and phenotypic plasticity (Constant et al., 2018).”
From An Integrated World Modeling Theory (IWMT) of Consciousness (2020) · cites this paper as Constant et al., 2018
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Situated Learning: Legitimate Peripheral Participation.
Bloch, M. E. F., Lave, J., & Wenger, É. (1994) · Man · doi:10.2307/2804509 · Cited by 39,323 · see citing works
Lave, J., & Wenger, E. (1991) · Cambridge University Press eBooks · doi:10.1017/cbo9780511815355 · Cited by 33,219 · 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 3× · see citing works
“Somatic changes can be cast as a Bayesian update of the parameters of the model embodied by the organism, and genotypic change through natural selection can be cast as a process of Bayesian model selection [20–24] (see the electronic supplementary material for further details).”
BackgroundSelf-citationNonequilibrium Equality for Free Energy Differences
Jarzynski, C. (1997) · Physical Review Letters · doi:10.1103/physrevlett.78.2690 · Cited by 5,231 · see citing works
(2003) · Cited by 2,898 · see citing works
Dawkins, R. (1982) · Cited by 2,702 · see citing works
Being there: putting brain, body, and world together again
(1997) · Choice Reviews Online · doi:10.5860/choice.34-6204 · Cited by 2,631 · see citing works
POSITIVE AND NEGATIVE EFFECTS OF ORGANISMS AS PHYSICAL ECOSYSTEM ENGINEERS
Jones, C. G., Lawton, J. H., & Shachak, M. (1997) · Ecology · doi:10.1890/0012-9658(1997)078[1946:paneoo]2.0.co;2 · Cited by 2,413 · see citing works
A Natural History of Human Thinking
Tomasello, M. (2014) · doi:10.4159/9780674726369 · Cited by 1,923 · see citing works
(2003) · Cited by 1,680 · see citing works
Haken, H. (1983) · Springer series in synergetics · doi:10.1007/978-3-642-88338-5 · Cited by 1,447 · see citing works
The extended evolutionary synthesis: its structure, assumptions and predictions
Laland, K. N., Uller, T., Feldman, M. W., Sterelny, K., Müller, G. B., Moczek, A., Jablonka, E., & Odling-Smee, J. (2015) · Proceedings of the Royal Society B: Biological Sciences · doi:10.1098/rspb.2015.1019 · Cited by 1,399 · see citing works
Henrich, J. (2015) · Choice Reviews Online · doi:10.5860/choice.195747 · Cited by 1,237 · see citing works
The formation of vegetable mould, through the action of worms : with observations on their habits /
Darwin, C. R. (1881) · J. Murray eBooks · doi:10.5962/bhl.title.107559 · Cited by 1,143 · see citing works
Evolution from Molecules to Men.
Fryer, G., & Bendall, D. S. (1984) · Journal of Ecology · doi:10.2307/2260026 · Cited by 1,142 · see citing works
Does evolutionary theory need a rethink?
Laland, K. N., Uller, T., Feldman, M., Sterelny, K., Müller, G. B., Moczek, A. P., Jablonka, E., Odling‐Smee, J., Wray, G. A., Hoekstra, H. E., et al. (2014) · Nature · doi:10.1038/514161a · Cited by 1,091 · see citing works
Every good regulator of a system must be a model of that system †
CONANT, R. C., & ROSS ASHBY, W. (1970) · International Journal of Systems Science · doi:10.1080/00207727008920220 · Cited by 1,063 · see citing works
Henrich, J. (2016) · doi:10.1515/9781400873296 · Cited by 1,002 · see citing works
Algorithmic Information Theory
Chaitin, G. J. (1977) · IBM Journal of Research and Development · doi:10.1147/rd.214.0350 · Cited by 982 · see citing works
Precise minds in uncertain worlds: Predictive coding in autism.
Van de Cruys, S., Evers, K., Van der Hallen, R., Van Eylen, L., Boets, B., de-Wit, L., & Wagemans, J. (2014) · Psychological Review · doi:10.1037/a0037665 · Cited by 885 · see citing works
Towards a unified science of cultural evolution
Mesoudi, A., Whiten, A., & Laland, K. N. (2006) · Behavioral and Brain Sciences · doi:10.1017/s0140525x06009083 · Cited by 862 · 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-citation(2008) · Choice Reviews Online · doi:10.5860/choice.45-4467 · Cited by 747 · see citing works
Active inference and epistemic value
Friston, K., Rigoli, F., Ognibene, D., Mathys, C., Fitzgerald, T., & Pezzulo, G. (2015) · Cognitive Neuroscience · doi:10.1080/17588928.2015.1020053 · Cited by 731 · see citing works
Self-citationEvery Good Regulator of a System Must Be a Model of That System
Conant, R. C., & Ashby, W. R. (1991) · Facets of Systems Science · doi:10.1007/978-1-4899-0718-9_37 · Cited by 712 · see citing works
Friston, K., FitzGerald, T., Rigoli, F., Schwartenbeck, P., ODoherty, J., & Pezzulo, G. (2016) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2016.06.022 · Cited by 674 · see citing works
Self-citationFriston, K. J., & Stephan, K. E. (2007) · Synthese · doi:10.1007/s11229-007-9237-y · Cited by 673 · see citing works
Self-citationCooperative Breeding and Human Cognitive Evolution
Burkart, J. M., Hrdy, S. B., & Van Schaik, C. P. (2009) · Evolutionary Anthropology: Issues, News, and Reviews · doi:10.1002/evan.20222 · Cited by 646 · see citing works
An introduction to niche construction theory
Laland, K. N., Matthews, B., & Feldman, M. W. (2016) · Evolutionary Ecology · doi:10.1007/s10682-016-9821-z · Cited by 643 · see citing works
Folk psychological narratives: the sociocultural basis of understanding reasons
(2008) · Choice Reviews Online · doi:10.5860/choice.45-5269 · Cited by 590 · see citing works
Odling-Smee, F. J., Laland, K. N., & Feldman, M. W. (2013) · Princeton University Press eBooks · doi:10.1515/9781400847266 · Cited by 589 · see citing works
Nonlinear Fokker-Planck Equations
Frank, T. D. (2005) · Springer eBooks · doi:10.1007/b137680 · Cited by 581 · see citing works
Cause and Effect in Biology Revisited: Is Mayr’s Proximate-Ultimate Dichotomy Still Useful?
Laland, K., Sterelny, K., Odling-Smee, J., Hoppitt, W., & Uller, T. (2011) · Science · doi:10.1126/science.1210879 · Cited by 557 · 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
Notes on Landauer's principle, reversible computation, and Maxwell's Demon
Bennett, C. H. (2003) · Studies in History and Philosophy of Science Part B Studies in History and Philosophy of Modern Physics · doi:10.1016/s1355-2198(03)00039-x · Cited by 493 · see citing works
Toward an interpretation of dynamic neural activity in terms of chaotic dynamical systems
Tsuda, I. (2001) · Behavioral and Brain Sciences · doi:10.1017/s0140525x01000097 · Cited by 484 · see citing works
The Role of behavior in evolution
(1989) · Choice Reviews Online · doi:10.5860/choice.26-2706 · Cited by 475 · see citing works
Wild capuchin monkeys ( Cebus libidinosus ) use anvils and stone pounding tools
Fragaszy, D. M., Izar, P., Visalberghi, E. M., Ottoni, E. B., & de Oliveira, M. G. (2004) · American Journal of Primatology · doi:10.1002/ajp.20085 · Cited by 472 · see citing works
Algorithmic Information Theory
Chaitin, G. J. (1987) · Cambridge University Press eBooks · doi:10.1017/cbo9780511608858 · Cited by 465 · see citing works
Niche 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
Ramstead, 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-citationPERSPECTIVE: SEVEN REASONS (NOT) TO NEGLECT NICHE CONSTRUCTION
Laland, K. N., & Sterelny, K. (2006) · Evolution · doi:10.1111/j.0014-3820.2006.tb00520.x · Cited by 377 · see citing works
A free energy principle for biological systems
Karl, F. (2012) · Entropy · doi:10.3390/e14112100 · Cited by 377 · see citing works
Friston, K., & Frith, C. (2015) · Consciousness and Cognition · doi:10.1016/j.concog.2014.12.003 · Cited by 359 · 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-citationHrdy, S. B. (2011) · Harvard University Press eBooks · doi:10.2307/j.ctt1c84czb · Cited by 343 · see citing works
A tutorial on variational Bayesian inference
Fox, C. W., & Roberts, S. (2011) · Artificial Intelligence Review · doi:10.1007/s10462-011-9236-8 · Cited by 329 · see citing works
Cultural Niche Construction: An Introduction
Laland, K. N., & O’Brien, M. J. (2011) · Biological Theory · doi:10.1007/s13752-012-0026-6 · Cited by 312 · see citing works
Path integrals and symmetry breaking for optimal control theory
Kappen, H. J. (2005) · Journal of Statistical Mechanics Theory and Experiment · doi:10.1088/1742-5468/2005/11/p11011 · Cited by 309 · see citing works
Settling nature and nurture into an ontogenetic niche
West, M. J., & King, A. P. (1987) · Developmental Psychobiology · doi:10.1002/dev.420200508 · Cited by 305 · see citing works
Being There: Putting Brain, Body and World Together Again
Newton, N., & Clark, A. (1998) · The American Journal of Psychology · doi:10.2307/1423541 · Cited by 291 · see citing works
Philosophy and Predictive Processing
Thomas, M., & Wanja, W. (2017) · Cited by 290 · see citing works
THE NICHE CONSTRUCTION PERSPECTIVE: A CRITICAL APPRAISAL
Scott‐Phillips, T. C., Laland, K. N., Shuker, D. M., Dickins, T. E., & West, S. A. (2013) · Evolution · doi:10.1111/evo.12332 · Cited by 283 · 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 2× · see citing works
“Conversely, when action upon the environment effectively teaches the environment about the agent—and the environment holds imprecise beliefs about the agent—the environment will yield to the agent’s beliefs more readily (cf. results summarized in figure 3 [71]).”
BackgroundSelf-citationExtended Phenotype – But Not Too Extended. A Reply to Laland, Turner and Jablonka
Dawkins, R. (2004) · Biology & Philosophy · doi:10.1023/b:biph.0000036180.14904.96 · Cited by 236 · 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-citationSocial intelligence, human intelligence and niche construction
Sterelny, K. (2007) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2006.2006 · Cited by 233 · see citing works
Ingold, T. (2016) · Routledge eBooks · doi:10.4324/9781315625324 · Cited by 228 · see citing works
Hrdy, S. B. (2001) · Natural history · Cited by 222 · see citing works
Information 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-citationDifferentiable generalized synchronization of chaos
Hunt, B. R., Ott, E., & Yorke, J. A. (1997) · Physical Review E · doi:10.1103/physreve.55.4029 · Cited by 201 · see citing works
Adaptation and Inclusive Fitness
West, S. A., & Gardner, A. (2013) · Current Biology · doi:10.1016/j.cub.2013.05.031 · Cited by 198 · see citing works
Enculturing brains through patterned practices
Roepstorff, A., Niewöhner, J., & Beck, S. (2010) · Neural Networks · doi:10.1016/j.neunet.2010.08.002 · Cited by 195 · see citing works
Perception and self-organized instability
Friston, K. J., Breakspear, M. J., & Deco, G. (2012) · Frontiers in Computational Neuroscience · doi:10.3389/fncom.2012.00044 · Cited by 181 · see citing works
Self-citationThe implications of embodiment: Cognition and communication
Kriz, J. (2012) · Psychotherapy Research · doi:10.1080/10503307.2012.719650 · Cited by 168 · see citing works
(2012) · The MIT Press eBooks · doi:10.7551/mitpress/9219.001.0001 · Cited by 156 · see citing works
Tschacher, W., & Haken, H. (2007) · New Ideas in Psychology · doi:10.1016/j.newideapsych.2006.09.002 · Cited by 152 · see citing works
Emerging of Stochastic Dynamical Equalities and Steady State Thermodynamics from Darwinian Dynamics
Ao, P. (2008) · Communications in Theoretical Physics · doi:10.1088/0253-6102/49/5/01 · Cited by 143 · see citing works
Ecological Inheritance and Cultural Inheritance: What Are They and How Do They Differ?
Odling‐Smee, J., & Laland, K. N. (2011) · Biological Theory · doi:10.1007/s13752-012-0030-x · Cited by 141 · 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
Self-citationTarget article with commentaries: developmental niche construction.
Flynn, E., Laland, K., Kendal, R., & Kendal, J. (2013) · Developmental Science · doi:10.1111/desc.12030 · Cited by 138 · see citing works
Laws in Darwinian evolutionary theory
Ao, P. (2005) · Physics of Life Reviews · doi:10.1016/j.plrev.2005.03.002 · Cited by 136 · 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-citationThe Encultured Brain: An Introduction to Neuroanthropology
Lende, D. H., & Downey, G. (2012) · Project Muse (Johns Hopkins University) · Cited by 130 · see citing works
Why 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
Towards a biology of traditions
Fragaszy, D. M., & Perry, S. (2003) · Cambridge University Press eBooks · doi:10.1017/cbo9780511584022.002 · Cited by 118 · see citing works
On markov blankets and hierarchical self-organisation
Palacios, E. R., Razi, A., Parr, T., Kirchhoff, M., & Friston, K. (2020) · Journal of Theoretical Biology · doi:10.1016/j.jtbi.2019.110089 · Cited by 115 · see citing works
Self-citationExtended evolutionary psychology: the importance of transgenerational developmental plasticity
Stotz, K. C. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.00908 · Cited by 113 · see citing works
Wolf, M., Kurvers, R. H. J. M., Ward, A. J. W., Krause, S., & Krause, J. (2013) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.2012.2777 · Cited by 102 · see citing works
Folk Psychological Narratives: The Sociocultural Basis of Understanding Reasons
Cmeciu, D. (2013) · The European Legacy · doi:10.1080/10848770.2013.791435 · Cited by 88 · see citing works
Niche Inheritance: A Possible Basis for Classifying Multiple Inheritance Systems in Evolution
Odling‐Smee, J. (2007) · Biological Theory · doi:10.1162/biot.2007.2.3.276 · Cited by 81 · see citing works
Kendal, J. R. (2011) · Biological Theory · doi:10.1007/s13752-012-0038-2 · Cited by 80 · see citing works
Extending the Extended Phenotype
Laland, K. N. (2004) · Biology & Philosophy · doi:10.1023/b:biph.0000036113.38737.d8 · Cited by 75 · see citing works
Dissanayake, E. (2009) · Cognitive Semiotics · doi:10.1515/cogsem.2009.5.fall2009.136 · Cited by 71 · see citing works
Odling‐Smee, J. (2010) · The MIT Press eBooks · doi:10.7551/mitpress/9780262513678.003.0008 · Cited by 71 · see citing works
Cumulative Cultural Evolution and the Origins of Language
Sterelny, K. (2016) · Biological Theory · doi:10.1007/s13752-016-0247-1 · Cited by 67 · see citing works
Path integral control and bounded rationality
Braun, D. A., Ortega, P. A., Theodorou, E. A., & Stefan Schaal, A. (2011) · IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning · doi:10.1109/adprl.2011.5967366 · Cited by 58 · see citing works
West, M. J., King, A. P., & Arberg, A. A. (1988) · Handbook of behavioral neurobiology · doi:10.1007/978-1-4684-5421-5_2 · Cited by 48 · see citing works
Community 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
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-citationDissanayake, E. (2009) · Cognitive Semiotics · doi:10.3726/81609_136 · Cited by 34 · see citing works
Experiential fantasies, prediction, and enactive minds
Kirchhoff, M. D. (2015) · PhilPapers (PhilPapers Foundation) · Cited by 30 · see citing works
Evolving human landscapes: a virtual laboratory approach
Magliocca, N., & Ellis, E. C. (2016) · Journal of Land Use Science · doi:10.1080/1747423x.2016.1241314 · Cited by 20 · see citing works
Decoding early myelopoiesis from dynamics of core endogenous network
Su, H., Wang, G., Yuan, R., Wang, J., Tang, Y., Ao, P., & Zhu, X. (2017) · Science China Life Sciences · doi:10.1007/s11427-017-9059-y · Cited by 19 · see citing works
Fitness landscapes among many options under social influence.
Caiado, C., Brock, W., Bentley, R., & O'Brien, M. J. (2016) · Journal of Theoretical Biology · doi:10.1016/j.jtbi.2015.12.013 · Cited by 18 · see citing works
Collective behaviour, uncertainty and environmental change
Bentley, R., & O'Brien, M. J. (2015) · Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences · doi:10.1098/rsta.2014.0461 · Cited by 17 · see citing works
Reconceptualizing the Human Social Niche
Palmer, C., Coe, K., & Steadman, L. B. (2016) · Current Anthropology · doi:10.1086/685703 · Cited by 14 · see citing works
Evolution from Molecules to Men
Ninio, J. (1986) · FEBS Letters · doi:10.1016/0014-5793(86)81554-x · Cited by 12 · see citing works
Niche Construction and Gene-Culture Coevolution: An Evolutionary Basis for the Human Sciences
Odling-Smee, F. J., Laland, K. N., & Feldman, M. W. (2000) · Perspectives in ethology · doi:10.1007/978-1-4615-1221-9_4 · Cited by 10 · see citing works
Cultural Evolution and Gene–Culture Coevolution
Richerson, P. (2017) · Evolutionary Studies in Imaginative Culture · doi:10.26613/esic.1.1.17 · Cited by 9 · see citing works
Culture as a Response to Uncertainty
Tobler, P. N., & Christopoulos, G. I. (2016) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780199357376.013.6 · Cited by 1 · see citing works
Flagged first, then by citations
1 of the 103 references couldn’t be matched to a known paper.
Research works printed but not linked: 3
- [50]Haken H 1983 Synergetics: an introduction. Non-equilibrium phase transition and self-selforganisation in physics, chemistry and biology. Berlin, Germany: Springer-Verlag.
- [79]Veissière S 2016 Varieties of Tulpa experiences: the hypnotic nature of human sociality, personhood, and interphenomenality. Hypnosis and meditation: towards an integrative science of conscious planes, pp. 55– 76. Oxford, UK: Oxford University Press Oxford.
- [88]Odling-Smee FJ 2010 Niche inheritance. In Evolution: the extended synthesis (eds Pigliucci M, Miller GB), pp. 175– 208. Cambridge, MA: MIT Press.
Cited by
Sorted by citations
Thinking through other minds: A variational approach to cognition and culture
Veissière, S. P. L., Constant, A., Ramstead, M. J. D., Friston, K. J., & Kirmayer, L. J. (2020) · Behavioral and Brain Sciences · doi:10.1017/s0140525x19001213 · Cited by 348 · see citing works
Self-citationNew directions in predictive processing
Hohwy, J. (2020) · Mind & Language · doi:10.1111/mila.12281 · Cited by 261 · see citing works
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-citationActive inference on discrete state-spaces: A synthesis
Da Costa, L., Parr, T., Sajid, N., Veselic, S., Neacsu, V., & Friston, K. (2020) · Journal of Mathematical Psychology · doi:10.1016/j.jmp.2020.102447 · Cited by 226 · see citing works
“[1,9,10] Atari games Active inference compares favourably to reinforcement learning in the game of Doom.”
BackgroundResultSelf-citationA free energy principle for a particular physics
Friston, K. (2019) · arXiv · doi:10.48550/arxiv.1906.10184 · Cited by 222 · see citing works
Self-citationActive inference on discrete state-spaces: A synthesis
Costa, L. D., Parr, T., Sajid, N., Veselic, S., Neacsu, V., & Friston, K. J. (2020) · UCL Discovery (University College London) · Cited by 204 · see citing works
Self-citationRegimes of Expectations: An Active Inference Model of Social Conformity and Human Decision Making
Constant, A., Ramstead, M. J. D., Veissière, S. P. L., & Friston, K. J. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.00679 · Cited by 172 · see citing works
Self-citationBadcock, P. B., Friston, K. J., Ramstead, M. J. D., Ploeger, A., & Hohwy, J. (2019) · Cognitive Affective & Behavioral Neuroscience · doi:10.3758/s13415-019-00721-3 · Cited by 166 · 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-citationSafron, A. (2020) · Frontiers in Artificial Intelligence · doi:10.3389/frai.2020.00030 · Cited by 133 · see citing works
“HPP may further extend beyond nervous system functioning and into processes such as morphogenesis (Friston et al., 2015)— observed to exhibit near-optimal utilization of information (Krotov et al., 2014; Petkova et al., 2019)—and even phylogeny (Ramstead et al., 2018).”
BackgroundInfluentialVariational ecology and the physics of sentient systems
Ramstead, M. J. D., Constant, A., Badcock, P. B., & Friston, K. J. (2019) · Physics of Life Reviews · doi:10.1016/j.plrev.2018.12.002 · Cited by 139 · see citing works
Self-citationLiao, S., & Huebner, B. (2020) · Philosophy and Phenomenological Research · doi:10.1111/phpr.12701 · Cited by 141 · see citing works
Play in predictive minds: A cognitive theory of play.
Andersen, M. M., Kiverstein, J., Miller, M., & Roepstorff, A. (2023) · Psychological Review · doi:10.1037/rev0000369 · Cited by 122 · see citing works
Collective intelligence: a unifying concept for integrating biology across scales and substrates
McMillen, P., & Levin, M. (2024) · Communications Biology · doi:10.1038/s42003-024-06037-4 · Cited by 122 · see citing works
Fields, C., & Levin, M. (2022) · Entropy · doi:10.3390/e24060819 · Cited by 121 · see citing works
Kaaronen, R. O., & Strelkovskii, N. V. (2020) · One Earth · doi:10.1016/j.oneear.2020.01.003 · Cited by 120 · 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-citationExtended active inference: Constructing predictive cognition beyond skulls
Constant, A., Clark, A., Kirchhoff, M. D., & Friston, K. J. (2020) · Mind & Language · doi:10.1111/mila.12330 · Cited by 108 · see citing works
Self-citationThe first prior: From co-embodiment to co-homeostasis in early life
Ciaunica, A., Constant, A., Preissl, H., & Fotopoulou, K. (2021) · Consciousness and Cognition · doi:10.1016/j.concog.2021.103117 · Cited by 105 · see citing works
Self-citationFree-energy minimization in joint agent-environment systems: A niche construction perspective
Bruineberg, J. P., Rietveld, E., Parr, T., van Maanen, L., & Friston, K. J. (2018) · Journal of Theoretical Biology · doi:10.1016/j.jtbi.2018.07.002 · Cited by 98 · see citing works
Self-citationRepresentation Wars: Enacting an Armistice Through Active Inference
Constant, A., Clark, A., & Friston, K. J. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.598733 · Cited by 97 · see citing works
Self-citationA World Unto Itself: Human Communication as Active Inference
Vasil, J., Badcock, P. B., Constant, A., Friston, K. J., & Ramstead, M. J. D. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.00417 · Cited by 101 · see citing works
Self-citationLevin, M. G. (2023) · Cellular and Molecular Life Sciences · doi:10.1007/s00018-023-04790-z · Cited by 99 · see citing works
Smith, R., Lane, R. D., Parr, T., & Friston, K. J. (2019) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2019.09.002 · Cited by 89 · see citing works
Self-citationSelf-supervision, normativity and the free energy principle
Hohwy, J. (2020) · Synthese · doi:10.1007/s11229-020-02622-2 · Cited by 81 · see citing works
Biological evolution as defense of 'self'
Miller, W. B., Torday, J. S., & Baluška, F. (2018) · Progress in Biophysics and Molecular Biology · doi:10.1016/j.pbiomolbio.2018.10.002 · Cited by 81 · see citing works
Clawson, W. P., & Levin, M. G. (2022) · Biological Journal of the Linnean Society · doi:10.1093/biolinnean/blac073 · Cited by 77 · see citing works
Linson, A., Parr, T., & Friston, K. J. (2019) · Behavioural Brain Research · doi:10.1016/j.bbr.2019.112421 · Cited by 76 · see citing works
Self-citationTherapeutic Alliance as Active Inference: The Role of Therapeutic Touch and Synchrony
McParlin, Z., Cerritelli, F., Friston, K. J., & Esteves, J. E. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.783694 · Cited by 71 · see citing works
Self-citationA Multi-scale View of the Emergent Complexity of Life: A Free-Energy Proposal
Hesp, C., Ramstead, M., Constant, A., Badcock, P., Kirchhoff, M., & Friston, K. (2019) · Springer Proceedings in Complexity · doi:10.1007/978-3-030-00075-2_7 · Cited by 63 · see citing works
Self-citationWhat does the free energy principle tell us about the brain?
Gershman, S. J. (2019) · Neurons Behavior Data analysis and Theory · doi:10.51628/001c.10839 · Cited by 63 · see citing works
There’s Plenty of Room Right Here: Biological Systems as Evolved, Overloaded, Multi-Scale Machines
Bongard, J., & Levin, M. G. (2023) · Biomimetics · doi:10.3390/biomimetics8010110 · Cited by 66 · see citing works
A Theory of Predictive Dissonance: Predictive Processing Presents a New Take on Cognitive Dissonance
Kaaronen, R. O. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.02218 · Cited by 56 · see citing works
Esteves, J. E., Cerritelli, F., Kim, J., & Friston, K. J. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.812926 · Cited by 58 · see citing works
Self-citationSafron, A. (2021) · Entropy · doi:10.3390/e23060783 · Cited by 52 · see citing works
Bouizegarene, N., Ramstead, M., Constant, A., Friston, K., & Kirmayer, L. J. (2024) · Frontiers in Psychology · doi:10.3389/fpsyg.2024.1345480 · Cited by 37 · 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-citationLiving 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
Smith, R. S., Steklis, H. D., Steklis, N. G., Weihs, K. L., & Lane, R. D. (2020) · Biological Psychology · doi:10.1016/j.biopsycho.2020.107925 · Cited by 46 · see citing works
The Free Energy Principle for Perception and Action: A Deep Learning Perspective
Mazzaglia, P., Verbelen, T., Çatal, O., & Dhoedt, B. (2022) · Entropy · doi:10.3390/e24020301 · Cited by 47 · see citing works
Neural and phenotypic representation under the free-energy principle
Ramstead, M. J. D., Hesp, C., Tschantz, A., Smith, R., Constant, A., & Friston, K. (2021) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2020.11.024 · Cited by 43 · see citing works
Self-citationDesigning ecosystems of intelligence from first principles
Friston, K. J., Ramstead, M. J. D., Kiefer, A. B., Tschantz, A., Buckley, C. L., Albarracin, M., Pitliya, R. J., Heins, C., Klein, B., Millidge, B., et al. (2024) · Collective Intelligence · doi:10.1177/26339137231222481 · Cited by 66 · see citing works
Self-citationSeven computations of the social brain
Molapour, T., Hagan, C. C., Silston, B., Wu, H., Ramstead, M. J. D., Friston, K. J., & Mobbs, D. (2021) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsab024 · Cited by 42 · see citing works
Self-citationIntegrating Evolutionary, Cultural, and Computational Psychiatry: A Multilevel Systemic Approach
Constant, A., Badcock, P. B., Friston, K. J., & Kirmayer, L. J. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.763380 · Cited by 43 · see citing works
Self-citationLevin, M. G. (2024) · Entropy · doi:10.3390/e26060481 · Cited by 44 · see citing works
McParlin, Z., Cerritelli, F., Rossettini, G., Friston, K. J., & Esteves, J. E. (2022) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2022.897247 · Cited by 42 · see citing works
Self-citationAn Investigation of the Free Energy Principle for Emotion Recognition
Demekas, D., Parr, T., & Friston, K. J. (2020) · Frontiers in Computational Neuroscience · doi:10.3389/fncom.2020.00030 · Cited by 41 · see citing works
Self-citationA generalised approach to the study and understanding of adaptive evolution
Edelaar, P., Otsuka, J., & Luque, V. J. (2022) · Biological reviews/Biological reviews of the Cambridge Philosophical Society · doi:10.1111/brv.12910 · Cited by 42 · see citing works
Microbial-driven genetic variation in holobionts
Zilber‐Rosenberg, I., & ROSENBERG, E. B. (2021) · FEMS Microbiology Reviews · doi:10.1093/femsre/fuab022 · Cited by 36 · see citing works
Information and Self-Organization II: Steady State and Phase Transition
Haken, H., & Portugali, J. (2021) · Entropy · doi:10.3390/e23060707 · Cited by 36 · see citing works
Narrative as active inferencePreprint
Bouizegarene, N., Ramstead, M. J. D., Constant, A., Friston, K. J., & Kirmayer, L. J. (2020) · doi:10.31234/osf.io/47ub6 · Cited by 34 · see citing works
Self-citationEvolutionary implementation of Bayesian computationsPreprint
Czégel, D., Giaffar, H., Zachar, I., Tenenbaum, J. B., & Szathmáry, E. (2019) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/685842 · Cited by 33 · see citing works
An active inference account of protective behaviours during the COVID-19 pandemic
Bottemanne, H., & Friston, K. J. (2021) · Cognitive Affective & Behavioral Neuroscience · doi:10.3758/s13415-021-00947-0 · Cited by 33 · see citing works
Self-citationA Variational Synthesis of Evolutionary and Developmental Dynamics
Friston, K. J., Friedman, D., Constant, A., Knight, V. B., Fields, C., Parr, T., & Campbell, J. O. (2023) · Entropy · doi:10.3390/e25070964 · Cited by 36 · see citing works
Self-citationMetacognition 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
Constant, A., Hesp, C., Davey, C. G., Friston, K. J., & Badcock, P. B. (2021) · Computational Psychiatry · doi:10.5334/cpsy.70 · Cited by 32 · see citing works
Self-citationFederated inference and belief sharing
Friston, K. J., Parr, T., Heins, C., Constant, A., Friedman, D., Isomura, T., Fields, C., Verbelen, T., Ramstead, M., Clippinger, J., et al. (2024) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2023.105500 · Cited by 30 · see citing works
Self-citationCollective predictive coding hypothesis: symbol emergence as decentralized Bayesian inference
Taniguchi, T. (2024) · Frontiers in Robotics and AI · doi:10.3389/frobt.2024.1353870 · Cited by 28 · see citing works
A critical analysis of Markovian monism
Beni, M. D. (2021) · Synthese · doi:10.1007/s11229-021-03075-x · Cited by 28 · see citing works
A Variational Approach to Scripts
Albarracin, M., Constant, A., Friston, K. J., & Ramstead, M. J. D. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.585493 · Cited by 28 · see citing works
Self-citation(2020) · Cambridge University Press eBooks · doi:10.1017/9781108695374 · Cited by 28 · see citing works
Goekoop, R., & de Kleijn, R. (2021) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2020.12.021 · Cited by 27 · see citing works
Culture in Mind – An Enactivist Account
Hutto, D. D., Gallagher, S., Ilundáin‐Agurruza, J., & Hipólito, I. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108695374.009 · Cited by 25 · see citing works
Manrique, H. M., & WALKER, M. J. (2023) · Physics of Life Reviews · doi:10.1016/j.plrev.2023.02.005 · Cited by 29 · see citing works
Sims, M. (2020) · Synthese · doi:10.1007/s11229-020-02876-w · Cited by 23 · see citing works
The Multiple Realizability of Sentience in Living Systems and Beyond
Rouleau, N., & Levin, M. G. (2023) · eNeuro · doi:10.1523/eneuro.0375-23.2023 · Cited by 23 · see citing works
Pezzulo, G., D’Amato, L., Mannella, F., Priorelli, M., de Maele, T. V., Stoianov, I. P., & Friston, K. J. (2024) · Annals of the New York Academy of Sciences · doi:10.1111/nyas.15118 · Cited by 23 · see citing works
Self-citationFields, C., & Levin, M. G. (2022) · doi:10.31234/osf.io/87nzu · Cited by 22 · see citing works
A consideration of physiological regulation from the perspective of Bayesian enactivism
Colditz, I. G. (2019) · Physiology & Behavior · doi:10.1016/j.physbeh.2019.112758 · Cited by 18 · see citing works
Friston, K. J., Costa, L. D., Tschantz, A., Kiefer, A. B., Salvatori, T., Neacsu, V., Koudahl, M., Heins, C., Sajid, N., Marković, D., et al. (2024) · Biological Psychology · doi:10.1016/j.biopsycho.2024.108891 · Cited by 25 · see citing works
Self-citationFabry, R. E. (2021) · Biology & Philosophy · doi:10.1007/s10539-021-09782-6 · Cited by 21 · see citing works
The free energy principle: it’s not about what it takes, it’s about what took you there
Constant, A. (2021) · Biology & Philosophy · doi:10.1007/s10539-021-09787-1 · Cited by 21 · see citing works
Self-citationSims, M., & Pezzulo, G. (2021) · Synthese · doi:10.1007/s11229-021-03140-5 · Cited by 23 · see citing works
Gendron, M., Mesquita, B., & Barrett, L. F. (2020) · Culture, Mind, and Brain · doi:10.1017/9781108695374.010 · Cited by 20 · see citing works
Enactive-Dynamic Social Cognition and Active Inference
Hipólito, I., & van Es, T. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.855074 · Cited by 20 · see citing works
Ecological-enactive account of autism spectrum disorder
Nešić, J. (2023) · Synthese · doi:10.1007/s11229-023-04073-x · Cited by 13 · see citing works
O'Brien, T., Stremmel, J., Pio‐Lopez, L., McMillen, P. T., Rasmussen-Ivey, C. R., & Levin, M. G. (2024) · Digital Discovery · doi:10.1039/d3dd00185g · Cited by 18 · see citing works
Active Inference in Psychology and Psychiatry: Progress to Date?
Badcock, P. B., & Davey, C. G. (2024) · Entropy · doi:10.3390/e26100833 · Cited by 20 · see citing works
Manrique, H. M., Friston, K. J., & WALKER, M. J. (2024) · Physics of Life Reviews · doi:10.1016/j.plrev.2024.01.004 · Cited by 23 · see citing works
Self-citationSchrödinger’s What is Life?—Complexity, Cognition and the City
Portugali, J. (2023) · Entropy · doi:10.3390/e25060872 · Cited by 16 · see citing works
Culture, Mind, and Brain: Emerging Concepts, Models, and Applications
Kirmayer, L. J., Worthman, C. M., Kitayama, S., Lemelson, R., & Cummings, C. A. (2020) · Cited by 15 · see citing works
The ant colony as a test for scientific theories of consciousness
Friedman, D., & Søvik, E. (2019) · Synthese · doi:10.1007/s11229-019-02130-y · Cited by 15 · see citing works
Shared Protentions in Multi-Agent Active Inference
Albarracin, M., Pitliya, R. J., Smithe, T. S. C., Friedman, D., Friston, K. J., & Ramstead, M. J. D. (2024) · Entropy · doi:10.3390/e26040303 · Cited by 14 · see citing works
Self-citationBayes and Darwin: How replicator populations implement Bayesian computations
Czégel, D., Giaffar, H., Zachar, I., Tenenbaum, J. B., & Szathmáry, E. (2022) · BioEssays · doi:10.1002/bies.202100255 · Cited by 47 · see citing works
Science-Driven Societal Transformation, Part I: Worldview
(2020) · doi:10.3390/su12176881 · Cited by 13 · see citing works
Lian, F., & Northoff, G. (2021) · Brain Sciences · doi:10.3390/brainsci11050574 · Cited by 13 · see citing works
Ideas Worth Spreading: A Free Energy Proposal for Cumulative Cultural Dynamics
Kastel, N., & Hesp, C. (2021) · Communications in computer and information science · doi:10.1007/978-3-030-93736-2_55 · Cited by 13 · 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
Self-citationMinimizing prediction errors in predictive processing: from inconsistency to non-representationalism
van Es, T. (2019) · Phenomenology and the Cognitive Sciences · doi:10.1007/s11097-019-09649-y · Cited by 14 · see citing works
Active Inference and Cooperative Communication: An Ecological Alternative to the Alignment View
Tison, R., & Poirier, P. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.708780 · Cited by 14 · see citing works
Cultural Attachment: From Behavior to Computational Neuroscience
Yap, W., Cheon, B., Hong, Y.-Y., & Christopoulos, G. I. (2019) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2019.00209 · Cited by 8 · see citing works
Applying the Free Energy Principle to Complex Adaptive Systems
Badcock, P. B., Ramstead, M. J. D., Sheikhbahaee, Z., & Constant, A. (2022) · Entropy · doi:10.3390/e24050689 · Cited by 11 · see citing works
Self-citationTaniguchi, T., Takagi, S., Otsuka, J., Hayashi, Y., & Hamada, H. T. (2025) · Royal Society Open Science · doi:10.1098/rsos.241678 · Cited by 12 · see citing works
Active inference, preference learning and adaptive behaviour
Sajid, N., Tigas, P., & Friston, K. J. (2022) · IOP Conference Series Materials Science and Engineering · doi:10.1088/1757-899x/1261/1/012020 · Cited by 13 · see citing works
Self-citationModeling the subjective perspective of consciousness and its role in the control of behaviours
Rudrauf, D., Sergeant-Perthuis, G., Belli, O., Tisserand, Y., & Serugendo, G. D. M. (2021) · Journal of Theoretical Biology · doi:10.1016/j.jtbi.2021.110957 · Cited by 11 · see citing works
The challenges of documenting coevolution and niche construction: The example of domestic spaces
Stiner, M. C. (2020) · Evolutionary Anthropology Issues News and Reviews · doi:10.1002/evan.21878 · Cited by 11 · see citing works
Play in Cognitive Development: From Rational Constructivism to Predictive Processing
Andersen, M. M., & Kiverstein, J. D. (2024) · Topics in Cognitive Science · doi:10.1111/tops.12752 · Cited by 12 · see citing works
Desire and Motivation in Predictive Processing: An Ecological-Enactive Perspective
Kiverstein, J. D., Miller, M. M., & Rietveld, E. (2024) · Review of Philosophy and Psychology · doi:10.1007/s13164-024-00757-6 · Cited by 9 · see citing works
Goekoop, R., & de Kleijn, R. (2021) · Entropy · doi:10.3390/e23121701 · Cited by 9 · see citing works
- Authors
- Constant, A., Ramstead, M. J. D., Veissière, S. P. L., Campbell, J. O., & Friston, K. J.
- Affiliations
- University of Amsterdam (NL)
- McGill University (CA)
- Independent Researcher, Victoria, BC, Canada
- Wellcome Centre for Human Neuroimaging (GB)
- Corresponding author
- Constant, Axel
- Venue
- Journal of The Royal Society Interface
- Publisher
- The Royal Society
- Published
- 2018-04
- Volume
- 15
- Issue
- 141
- ISSN
- 1742-5662 (ISSN-L)
- 1742-5689
- PMC
- PMC5938575
- OpenAlex
- W2797051230
- Cited by
- 204
- References
- 103
- Citations by year
- 2026: 8 · 2025: 23 · 2024: 23 · 2023: 22 · 2022: 24 · 2021: 27 · 2020: 54 · 2019: 18 · 2018: 5
- FWCI
- 28.44
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Journal of The Royal Society Interface (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- PhilPapers (PhilPapers Foundation) (submittedVersion)
- UCL Discovery (University College London) (submittedVersion)
- Funders
- Wellcome Trust (088130/Z/09/Z)
- Social Sciences and Humanities Research Council of Canada
- Topics
- Social Sciences › Arts and Humanities › History and Philosophy of Science › Philosophy and History of Science
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Evolution and Genetic Dynamics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Embodied and Extended Cognition
- Keywords
- niche construction, variational inference, natural selection, evolutionary trajectories, biological systems
- MeSH terms
- Adaptation, Physiological, Bayes Theorem, Biological Evolution, Models, Theoretical
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.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review