Suppr超能文献

贝叶斯意识理论:寻求最小统一模型的综述

Bayesian theories of consciousness: a review in search for a minimal unifying model.

作者信息

Rorot Wiktor

机构信息

Faculty of Philosophy and Faculty of Psychology, University of Warsaw, ul. Krakowskie Przedmieście 3, 00-927, Stawki 5/7, Warsaw 00-183, Poland.

出版信息

Neurosci Conscious. 2021 Oct 13;2021(2):niab038. doi: 10.1093/nc/niab038. eCollection 2021.

Abstract

The goal of the paper is to review existing work on consciousness within the frameworks of Predictive Processing, Active Inference, and Free Energy Principle. The emphasis is put on the role played by the precision and complexity of the internal generative model. In the light of those proposals, these two properties appear to be the minimal necessary components for the emergence of conscious experience-a Minimal Unifying Model of consciousness.

摘要

本文的目标是回顾在预测处理、主动推理和自由能原理框架内关于意识的现有研究。重点在于内部生成模型的精度和复杂性所起的作用。根据这些提议,这两个属性似乎是意识体验出现的最小必要组成部分——一种意识的最小统一模型。

相似文献

1
Bayesian theories of consciousness: a review in search for a minimal unifying model.
Neurosci Conscious. 2021 Oct 13;2021(2):niab038. doi: 10.1093/nc/niab038. eCollection 2021.
2
The science of consciousness does not need another theory, it needs a minimal unifying model.
Neurosci Conscious. 2020 Jul 11;2020(1):niaa013. doi: 10.1093/nc/niaa013. eCollection 2020.
3
Integrated world modeling theory expanded: Implications for the future of consciousness.
Front Comput Neurosci. 2022 Nov 24;16:642397. doi: 10.3389/fncom.2022.642397. eCollection 2022.
4
Toward a Unified Sub-symbolic Computational Theory of Cognition.
Front Psychol. 2016 Jun 21;7:925. doi: 10.3389/fpsyg.2016.00925. eCollection 2016.
5
Consciousness in active inference: Deep self-models, other minds, and the challenge of psychedelic-induced ego-dissolution.
Neurosci Conscious. 2021 Sep 1;2021(2):niab024. doi: 10.1093/nc/niab024. eCollection 2021.
7
Collective predictive coding hypothesis: symbol emergence as decentralized Bayesian inference.
Front Robot AI. 2024 Jul 23;11:1353870. doi: 10.3389/frobt.2024.1353870. eCollection 2024.
8
Universal Darwinism As a Process of Bayesian Inference.
Front Syst Neurosci. 2016 Jun 7;10:49. doi: 10.3389/fnsys.2016.00049. eCollection 2016.
9
Computational Neuropsychology and Bayesian Inference.
Front Hum Neurosci. 2018 Feb 23;12:61. doi: 10.3389/fnhum.2018.00061. eCollection 2018.
10
Morphogenesis as Bayesian inference: A variational approach to pattern formation and control in complex biological systems.
Phys Life Rev. 2020 Jul;33:88-108. doi: 10.1016/j.plrev.2019.06.001. Epub 2019 Jun 12.

引用本文的文献

1
The Antagonism Hypothesis: A New View on the Emergence of Consciousness.
Brain Behav. 2024 Dec;14(12):e70201. doi: 10.1002/brb3.70201.
2
Reduced Precision Underwrites Ego Dissolution and Therapeutic Outcomes Under Psychedelics.
Front Neurosci. 2022 Mar 17;16:827400. doi: 10.3389/fnins.2022.827400. eCollection 2022.

本文引用的文献

1
A step-by-step tutorial on active inference and its application to empirical data.
J Math Psychol. 2022 Apr;107. doi: 10.1016/j.jmp.2021.102632. Epub 2022 Feb 4.
2
The Emperor's New Markov Blankets.
Behav Brain Sci. 2021 Oct 22;45:e183. doi: 10.1017/S0140525X21002351.
4
A critical analysis of Markovian monism.
Synthese. 2021;199(3-4):6407-6427. doi: 10.1007/s11229-021-03075-x. Epub 2021 Feb 16.
5
Active Inference: Demystified and Compared.
Neural Comput. 2021 Mar;33(3):674-712. doi: 10.1162/neco_a_01357. Epub 2021 Jan 5.
6
Sentience and the Origins of Consciousness: From Cartesian Duality to Markovian Monism.
Entropy (Basel). 2020 Apr 30;22(5):516. doi: 10.3390/e22050516.
7
The predictive global neuronal workspace: A formal active inference model of visual consciousness.
Prog Neurobiol. 2021 Apr;199:101918. doi: 10.1016/j.pneurobio.2020.101918. Epub 2020 Oct 8.
8
A tale of two densities: active inference is enactive inference.
Adapt Behav. 2020 Aug;28(4):225-239. Epub 2019 Jul 21.
9
The Moon illusion explained by the projective consciousness model.
J Theor Biol. 2020 Dec 21;507:110455. doi: 10.1016/j.jtbi.2020.110455. Epub 2020 Aug 19.
10
The science of consciousness does not need another theory, it needs a minimal unifying model.
Neurosci Conscious. 2020 Jul 11;2020(1):niaa013. doi: 10.1093/nc/niaa013. eCollection 2020.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验