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Childhood as a solution to explore-exploit tensions

机译:童年作为探索漏洞紧张局势的解决方案

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摘要

I argue that the evolution of our life history, with its distinctively long, protected human childhood, allows an early period of broad hypothesis search and exploration, before the demands of goal-directed exploitation set in. This cognitive profile is also found in other animals and is associated with early behaviours such as neophilia and play. I relate this developmental pattern to computational ideas about explore-exploit trade-offs, search and sampling, and to neuroscience findings. I also present several lines of empirical evidence suggesting that young human learners are highly exploratory, both in terms of their search for external information and their search through hypothesis spaces. In fact, they are sometimes more exploratory than older learners and adults.
机译:我认为,我们的生活历史的演变,具有鲜明的,受保护的人类童年,允许在目标定向剥削的需求之前进行广泛的假设搜索和探索的早期。这种认知型材也在其他动物中发现 并且与诸如嗜好的早期行为和游戏相关联。 我将这种发展模式与探索 - 利用权衡,搜索和采样以及神经科学发现的计算思想。 我还提出了几条经验证据,表明年轻的人类学习者是高度探索性,无论是通过假设空间搜索外部信息及其搜索。 事实上,他们有时比老年学习者和成人更普遍探索。

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