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Perpetual Self-Aware Cognitive Agents

机译:永久的自我意识认知主体

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To construct a perpetual self-aware cognitive agent that can continuously operate with independence, an introspective machine must be produced. To assemble such an agent, it is necessary to perform a full integration of cognition (planning, understanding, and learning) and metacognition (control and monitoring of cognition) with intelligent behaviors. The failure to do this completely is why similar, more limited efforts have not succeeded in the past. I outline some key computational requirements of metacognition by describing a multi- strategy learning system called Meta-AQUA and then discuss an integration of Meta-AQUA with a nonlinear state-space planning agent. I show how the resultant system, INTRO, can independently generate its own goals, and I relate this work to the general issue of self-awareness by machine.
机译:要构建可以连续独立运行的永久性自我意识认知代理,必须生产一个内省机器。要组装这样的代理,有必要将认知(计划,理解和学习)和元认知(认知的控制和监视)与智能行为完全集成。未能完全做到这一点是为什么过去相似,有限的努力没有成功的原因。通过描述称为Meta-AQUA的多策略学习系统,我概述了元认知的一些关键计算要求,然后讨论了Meta-AQUA与非线性状态空间规划代理的集成。我将展示最终的系统INTRO如何独立地产生自己的目标,并将这项工作与机器的自我意识这一普遍问题联系起来。

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