Rationality is frequently associated with making the best possible decisions. It's widely acknowledged that humans, as rational beings, have limitations in their decision-making capabilities. Nevertheless, recent advancements in fields, such as, computing, science and technology, combined with the availability of vast amounts of data, have sparked optimism that these developments could potentially expand the boundaries of human bounded rationality through the augmentation of machine intelligence. In this paper, findings from a computational model demonstrated that when an increasing number of agents independently strive to achieve global optimality, facilitated by improved computing power, etc., they indirectly accelerated the occurrence of the "tragedy of the commons" by depleting shared resources at a faster rate. Further, as agents achieve optimality, there is a drop in information entropy among the solutions of the agents. Also, clear economic divide emerges among agents. Considering, two groups, one as producer and the other (the group agents searching for optimality) as consumer of the highest consumed resource, the consumers seem to gain more than the producers. Thus, bounded rationality could be seen as boon to sustainability.
翻译:理性常与做出最佳决策联系在一起。广泛认为,作为理性存在的人类在决策能力上存在局限性。尽管如此,计算、科学与技术等领域的最新进展,加之海量数据的可得性,引发了乐观情绪,认为这些发展可能通过机器智能的增强来拓展人类有限理性的边界。本文通过一个计算模型表明,当越来越多的智能体在计算能力提升等因素的助力下独立追求全局最优时,它们会因更快地消耗共享资源而间接加速“公地悲剧”的发生。此外,随着智能体达到最优,其解之间的信息熵下降,且智能体之间出现了明显的经济分化。考虑两组群体,一组作为生产者,另一组(寻求最优的智能体群体)作为最高消耗资源的使用者,使用者似乎比生产者获益更多。因此,有限理性可被视为可持续发展的福祉。