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Time perception in shaping cognitive neurodynamics of artificial agents

机译:时间知觉在塑造人工制剂的认知神经动力学中的作用

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Recent research in cognitive systems aims to uncover important aspects of biological cognitive processes and additionally formulate design principles for implementing artificially intelligent systems. Despite the increasing amount of research efforts addressing cognitive phenomena, the issue of time perception and how it is linked to other cognitive processes remains largely unexplored. In the current paper, we make a first attempt for studying artificial time perception by means of simulated robotic experiments. Specifically, we investigate a behavioral rule switching task consisting of repeating trials with dynamic temporal duration. An evolutionary process is used to search for neuronal mechanisms accomplishing the rule switching task taking also into account its particular temporal characteristics. Our repeated simulation experiments showed that (i) time perception and ordinary cognitive processes may co-exist in the system sharing the same neural resources, and (ii) time perception dynamics bias the functionality of neural mechanisms with other cognitive responsibilities. Finally, in the current paper we make contact of the obtained results with previous brain imaging studies on time perception, and we make predictions for possible time-related dynamics in the real brain.
机译:认知系统的最新研究旨在发现生物认知过程的重要方面,并另外制定用于实现人工智能系统的设计原则。尽管针对认知现象的研究工作量不断增加,但时间知觉及其与其他认知过程的联系方式仍然遥遥无期。在本文中,我们首次尝试通过模拟机器人实验研究人工时间感知。具体来说,我们调查行为规则转换任务,其中包括具有动态时间持续时间的重复试验。进化过程用于搜索完成规则转换任务的神经元机制,同时还要考虑其特定的时间特征。我们重复的模拟实验表明,(i)时间感知和普通认知过程可能会在共享相同神经资源的系统中共存,并且(ii)时间感知动力学会以其他认知职责偏置神经机制的功能。最后,在当前论文中,我们将获得的结果与以前的关于时间感知的大脑成像研究联系起来,并对真实大脑中可能的与时间相关的动力学进行预测。

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