Department of Psychology, Princeton University, Princeton, NJ, USA; Department of Computer Science, Princeton University, Princeton, NJ, USA.
Trends Cogn Sci. 2020 Nov;24(11):873-883. doi: 10.1016/j.tics.2020.09.001. Epub 2020 Oct 8.
Recent progress in artificial intelligence provides the opportunity to ask the question of what is unique about human intelligence, but with a new comparison class. I argue that we can understand human intelligence, and the ways in which it may differ from artificial intelligence, by considering the characteristics of the kind of computational problems that human minds have to solve. I claim that these problems acquire their structure from three fundamental limitations that apply to human beings: limited time, limited computation, and limited communication. From these limitations we can derive many of the properties we associate with human intelligence, such as rapid learning, the ability to break down problems into parts, and the capacity for cumulative cultural evolution.
人工智能的最新进展为我们提供了一个机会,可以用新的比较对象来提出这样一个问题:人类智能有什么独特之处?我认为,通过考虑人类思维必须解决的那种计算问题的特点,我们可以理解人类智能,以及它可能与人工智能的不同之处。我声称,这些问题的结构来源于适用于人类的三个基本限制:有限的时间、有限的计算能力和有限的沟通能力。从这些限制中,我们可以得出许多与人类智能相关的特性,例如快速学习、将问题分解成部分的能力以及累积文化进化的能力。