Emotions, Diffusive Emotional Control and the Motivational Problem for Autonomous Cognitive Systems

C. Gros
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引用次数: 8

Abstract

All self-active living beings need to solve the motivational problem: The question what to do at any moment of their live. For humans and non-human animals at least two distinct layers of motivational drives are known, the primary needs for survival and the emotional drives leading to a wide range of sophisticated strategies, such as explorative learning and socializing. Part of the emotional layer of drives has universal facets, being beneficial in an extended range of environmental settings. Emotions are triggered in the brain by the release of neuromodulators, which are, at the same time, the agents for meta-learning. This intrinsic relation between emotions, meta-learning and universal action strategies suggests a central importance for emotional control for the design of artificial intelligences and synthetic cognitive systems. An implementation of this concept is proposed in terms of a dense and homogeneous associative network (dHan).
情绪、扩散情绪控制与自主认知系统的动机问题
所有自我活跃的生物都需要解决动机问题:在他们生命的任何时刻该做什么。对于人类和非人类动物来说,至少有两层不同的动机驱动是已知的,生存的主要需求和导致一系列复杂策略的情感驱动,如探索性学习和社交。驱动的部分情感层面具有普遍的方面,在广泛的环境设置中是有益的。情绪在大脑中是由神经调节剂的释放触发的,而神经调节剂同时也是元学习的代理人。情绪、元学习和普遍行动策略之间的内在关系表明,情绪控制对人工智能和综合认知系统的设计至关重要。提出了一种基于密集同构关联网络(dHan)的概念实现方法。
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