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具身意识的数学模型。

A mathematical model of embodied consciousness.

作者信息

Rudrauf David, Bennequin Daniel, Granic Isabela, Landini Gregory, Friston Karl, Williford Kenneth

机构信息

CISA/FAPSE/Campus Biotech, University of Geneva, Geneva, Switzerland.

Department of Mathematics, University of Paris 7, Paris, France.

出版信息

J Theor Biol. 2017 Sep 7;428:106-131. doi: 10.1016/j.jtbi.2017.05.032. Epub 2017 May 26.

Abstract

We introduce a mathematical model of embodied consciousness, the Projective Consciousness Model (PCM), which is based on the hypothesis that the spatial field of consciousness (FoC) is structured by a projective geometry and under the control of a process of active inference. The FoC in the PCM combines multisensory evidence with prior beliefs in memory and frames them by selecting points of view and perspectives according to preferences. The choice of projective frames governs how expectations are transformed by consciousness. Violations of expectation are encoded as free energy. Free energy minimization drives perspective taking, and controls the switch between perception, imagination and action. In the PCM, consciousness functions as an algorithm for the maximization of resilience, using projective perspective taking and imagination in order to escape local minima of free energy. The PCM can account for a variety of psychological phenomena: the characteristic spatial phenomenology of subjective experience, the distinctions and integral relationships between perception, imagination and action, the role of affective processes in intentionality, but also perceptual phenomena such as the dynamics of bistable figures and body swap illusions in virtual reality. It relates phenomenology to function, showing the computational advantages of consciousness. It suggests that changes of brain states from unconscious to conscious reflect the action of projective transformations and suggests specific neurophenomenological hypotheses about the brain, guidelines for designing artificial systems, and formal principles for psychology.

摘要

我们引入了一种具身意识的数学模型——投射意识模型(PCM),该模型基于这样一种假设:意识空间场(FoC)由射影几何构建,并受主动推理过程的控制。PCM中的FoC将多感官证据与记忆中的先验信念相结合,并根据偏好选择观点和视角来构建它们。投射框架的选择决定了期望如何被意识改变。对期望的违背被编码为自由能。自由能最小化驱动视角采择,并控制感知、想象和行动之间的切换。在PCM中,意识作为一种使恢复力最大化的算法发挥作用,利用投射视角采择和想象来逃离自由能的局部最小值。PCM可以解释各种心理现象:主观体验的特征性空间现象学、感知、想象和行动之间的区别与整体关系、情感过程在意向性中的作用,还有诸如双稳态图形的动态变化以及虚拟现实中的身体互换错觉等感知现象。它将现象学与功能联系起来,展示了意识的计算优势。它表明大脑状态从无意识转变为有意识反映了投射变换的作用,并提出了关于大脑的特定神经现象学假设、设计人工系统的指导原则以及心理学的形式原则。

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