提出可自我演化的认知架构,让AI像人一样自主发展智能。
Evolving Cognitive Architectures
- 用功能核心驱动智能体持续生成新认知能力。
- 通过语义学框架建立感知与行动的内在连接。
- 适合研究通用AI和智能系统演化机制的人参考。
本文提出一种研发方向,旨在构建下一代智能技术系统。这类系统的核心特征是具备自我演化能力。当前认知架构面临建模过于简化的挑战,难以复现高级神经功能而不依赖预设感知模式。为此,本文提出一种基于演化思想的认知架构设计:以功能核心为基础,持续生成自主代理的智能功能。架构包含多个组件,其交互促进智能体的进化。研究采用符号学概念框架,将认知发展视为在感知世界(Merkwelt)与工具世界(Werkwelt)之间建立内在世界(Innenwelt)的过程。基于建构主义理论,探讨了早期出生后发育阶段的需求,包括功能核心的构成及其启动认知过程的机制。
原文摘要 · Abstract (English)
This article proposes a research and development direction that would lead to the creation of next-generation intelligent technical systems. A distinctive feature of these systems is their ability to undergo evolutionary change. Cognitive architectures are now one of the most promising ways to create Artificial General Intelligence systems. One of the main problems of modern cognitive architectures is an excessively schematic approach to modeling the processes of cognitive activity. It does not allow the creation of a universal architecture that would be capable of reproducing higher nervous functions without using a predetermined set of perception patterns. Our paper proposes an evolutionary approach to creating a cognitive architecture. The basis of this approach is the use of a functional core, which consistently generates the intellectual functions of an autonomous agent. We are considering a cognitive architecture that includes components, the interaction of which ensures the evolution of the agent. The discussion of the development of intelligence is carried out using the conceptual apparatus of semiotics. This allows us to consider the task of developing cognitive functions as a problem of establishing a connection between the Merkwelt and the Werkwelt through the creation of the Innenwelt. The problem of early postnatal ontogenesis is investigated on the basis of the theory of constructivism: we discuss the requirements for the functional core and its composition, as well as the mechanism that initiates the process of cognition.
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