The creativity mechanisms in embodied agents: An explanatory model

J. Wiedermann
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引用次数: 4

Abstract

In his recent writings, David Deutsch has argued that no progress in AGI is possible unless a breakthrough in philosophy will occur - a new epistemological theory explaining how brains create explanatory knowledge will be found. The purpose of the present paper is to present first ideas leading to such a theory within the framework of a high-level model of an embodied cognitive agent. In order to support creativity an agent must have the ability to draw and understand analogies which may be used in its otherwise standard reasoning processes in place of facts that served as the basis of the analogy. The use of analogies may then lead to the derivation of new explanatory knowledge in form of conjectures that can further become a subject of criticism, testing and adjustment or rejection. In the respective creative processes embodiment plays an indispensable role. We show that the existing model of an embodied cognitive agent designed recently by the author can serve as an explanatory model elucidating the mechanisms of creativity. Technically, the process of drawing analogies and their use in derivations of explanations can be seen as a means of mining new knowledge originally rooted in the environment. This can boost the computational power of cognitive systems above that of the classical Turing systems.
具身行为人的创造力机制:一个解释模型
大卫·多伊奇(David Deutsch)在他最近的著作中指出,除非在哲学上取得突破——一种解释大脑如何创造解释性知识的新认识论理论将被发现,否则AGI不可能取得任何进展。本文的目的是在具身认知代理的高级模型框架内提出导致这样一个理论的第一个想法。为了支持创造力,一个主体必须有能力绘制和理解类比,这些类比可以在其标准推理过程中使用,而不是作为类比基础的事实。类比的使用可能会导致以推测的形式衍生出新的解释性知识,这些知识可能进一步成为批评、测试、调整或拒绝的主题。在各自的创作过程中,体现起着不可或缺的作用。我们发现,作者最近设计的具身认知代理模型可以作为解释创造力机制的解释模型。从技术上讲,绘制类比的过程及其在解释推导中的应用可以被视为挖掘最初根植于环境的新知识的一种手段。这可以提高认知系统的计算能力,超过经典的图灵系统。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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