Literature DB >> 33500908

The Active Inference Approach to Ecological Perception: General Information Dynamics for Natural and Artificial Embodied Cognition.

Adam Linson1,2,3, Andy Clark4,5, Subramanian Ramamoorthy6,7, Karl Friston8.   

Abstract

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 (AIF) 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 naturalistic and information-theoretic foundation, using the principle of free energy minimization. The latter provides a theoretical basis for a unified treatment of particles, organisms, and interactive machines, spanning from the inorganic to organic, non-life to life, and natural to artificial agents. We provide a brief introduction to AIF, then explore its implications for evolutionary theory, ecological psychology, embodied phenomenology, and robotics/AI research. We conclude the paper by considering implications for machine consciousness.
Copyright © 2018 Linson, Clark, Ramamoorthy and Friston.

Entities:  

Keywords:  affordances; embodiment; evolution; frame problem; free energy; self-organization; skilled expertise; uncertainty

Year:  2018        PMID: 33500908      PMCID: PMC7805975          DOI: 10.3389/frobt.2018.00021

Source DB:  PubMed          Journal:  Front Robot AI        ISSN: 2296-9144


  83 in total

Review 1.  The free-energy principle: a unified brain theory?

Authors:  Karl Friston
Journal:  Nat Rev Neurosci       Date:  2010-01-13       Impact factor: 34.870

2.  Coevolution of cooperation, causal cognition and mindreading.

Authors:  H Clark Barrett; Leda Cosmides; John Tooby
Journal:  Commun Integr Biol       Date:  2010-11-01

3.  Action and behavior: a free-energy formulation.

Authors:  Karl J Friston; Jean Daunizeau; James Kilner; Stefan J Kiebel
Journal:  Biol Cybern       Date:  2010-02-11       Impact factor: 2.086

4.  Coevolution of cultural intelligence, extended life history, sociality, and brain size in primates.

Authors:  Sally E Street; Ana F Navarrete; Simon M Reader; Kevin N Laland
Journal:  Proc Natl Acad Sci U S A       Date:  2017-07-24       Impact factor: 11.205

5.  Active inference and agency.

Authors:  Karl Friston
Journal:  Cogn Neurosci       Date:  2014-04-07       Impact factor: 3.065

6.  Whole-Brain Calcium Imaging Reveals an Intrinsic Functional Network in Drosophila.

Authors:  Kevin Mann; Courtney L Gallen; Thomas R Clandinin
Journal:  Curr Biol       Date:  2017-07-27       Impact factor: 10.834

7.  Knowing one's place: a free-energy approach to pattern regulation.

Authors:  Karl Friston; Michael Levin; Biswa Sengupta; Giovanni Pezzulo
Journal:  J R Soc Interface       Date:  2015-04-06       Impact factor: 4.118

8.  Reinforcement learning or active inference?

Authors:  Karl J Friston; Jean Daunizeau; Stefan J Kiebel
Journal:  PLoS One       Date:  2009-07-29       Impact factor: 3.240

9.  Toward a Unified Sub-symbolic Computational Theory of Cognition.

Authors:  Martin V Butz
Journal:  Front Psychol       Date:  2016-06-21

10.  The graphical brain: Belief propagation and active inference.

Authors:  Karl J Friston; Thomas Parr; Bert de Vries
Journal:  Netw Neurosci       Date:  2017-12-31
View more
  7 in total

1.  An Integrated World Modeling Theory (IWMT) of Consciousness: Combining Integrated Information and Global Neuronal Workspace Theories With the Free Energy Principle and Active Inference Framework; Toward Solving the Hard Problem and Characterizing Agentic Causation.

Authors:  Adam Safron
Journal:  Front Artif Intell       Date:  2020-06-09

2.  Do manual therapies have a specific autonomic effect? An overview of systematic reviews.

Authors:  Sonia Roura; Gerard Álvarez; Ivan Solà; Francesco Cerritelli
Journal:  PLoS One       Date:  2021-12-02       Impact factor: 3.240

3.  Active Inference: Applicability to Different Types of Social Organization Explained through Reference to Industrial Engineering and Quality Management.

Authors:  Stephen Fox
Journal:  Entropy (Basel)       Date:  2021-02-05       Impact factor: 2.524

4.  A Bayesian Account of Generalist and Specialist Formation Under the Active Inference Framework.

Authors:  Anthony G Chen; David Benrimoh; Thomas Parr; Karl J Friston
Journal:  Front Artif Intell       Date:  2020-09-03

5.  Cognition Without Neural Representation: Dynamics of a Complex System.

Authors:  Inês Hipólito
Journal:  Front Psychol       Date:  2022-01-12

6.  Extended active inference: Constructing predictive cognition beyond skulls.

Authors:  Axel Constant; Andy Clark; Michael Kirchhoff; Karl J Friston
Journal:  Mind Lang       Date:  2020-12-02

7.  Connecting the free energy principle with quantum cognition.

Authors:  Yukio-Pegio Gunji; Shuji Shinohara; Vasileios Basios
Journal:  Front Neurorobot       Date:  2022-09-02       Impact factor: 3.493

  7 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.