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生态感知的主动推理方法:自然与人工具身认知的通用信息动力学

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

作者信息

Linson Adam, Clark Andy, Ramamoorthy Subramanian, Friston Karl

机构信息

Department of Computing Science and Mathematics, University of Stirling, Stirling, United Kingdom.

Department of Philosophy, University of Stirling, Stirling, United Kingdom.

出版信息

Front Robot AI. 2018 Mar 8;5:21. doi: 10.3389/frobt.2018.00021. eCollection 2018.

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.

摘要

将人类视为具身的、生态嵌入的、社会行动者的新兴神经计算视角——即人类塑造环境并被环境塑造——为重新审视和修正关于生命、心智和意识本身的物理及信息理论基础的观点提供了绝佳机会。特别是,主动推理框架(AIF)使得在计算神经科学与机器人技术/人工智能、生态心理学和现象学之间建立联系成为可能,揭示了共同基础并克服了关键局限。AIF反对机械论与还原论,同时完全基于自然主义和信息理论基础,运用自由能最小化原则。后者为从无机到有机、从非生命到生命、从自然到人工主体的粒子、生物体和交互式机器的统一处理提供了理论基础。我们简要介绍AIF,然后探讨其对进化理论、生态心理学、具身现象学以及机器人技术/人工智能研究的影响。我们通过思考其对机器意识的影响来结束本文。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3066/7805975/717c39eb7f98/frobt-05-00021-g001.jpg

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本文引用的文献

1
The anticipating brain is not a scientist: the free-energy principle from an ecological-enactive perspective.
Synthese. 2018;195(6):2417-2444. doi: 10.1007/s11229-016-1239-1. Epub 2016 Oct 21.
2
The graphical brain: Belief propagation and active inference.
Netw Neurosci. 2017;1(4):381-414. doi: 10.1162/NETN_a_00018. Epub 2017 Dec 31.
3
The resonant system: Linking brain-body-environment in sport performance.
Prog Brain Res. 2017;234:33-52. doi: 10.1016/bs.pbr.2017.06.001. Epub 2017 Jul 17.
4
Making better decisions in groups.
R Soc Open Sci. 2017 Aug 16;4(8):170193. doi: 10.1098/rsos.170193. eCollection 2017 Aug.
5
Niche construction, sources of selection and trait coevolution.
Interface Focus. 2017 Oct 6;7(5):20160147. doi: 10.1098/rsfs.2016.0147. Epub 2017 Aug 18.
6
Whole-Brain Calcium Imaging Reveals an Intrinsic Functional Network in Drosophila.
Curr Biol. 2017 Aug 7;27(15):2389-2396.e4. doi: 10.1016/j.cub.2017.06.076. Epub 2017 Jul 27.
7
Piercing of Consciousness as a Threshold-Crossing Operation.
Curr Biol. 2017 Aug 7;27(15):2285-2295.e6. doi: 10.1016/j.cub.2017.06.047. Epub 2017 Jul 27.
9
Coevolution of cultural intelligence, extended life history, sociality, and brain size in primates.
Proc Natl Acad Sci U S A. 2017 Jul 25;114(30):7908-7914. doi: 10.1073/pnas.1620734114. Epub 2017 Jul 24.
10
Neuroscience-Inspired Artificial Intelligence.
Neuron. 2017 Jul 19;95(2):245-258. doi: 10.1016/j.neuron.2017.06.011.

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