学习资源供给不确定性下的文化演化

IF 2.2 Q1 ANTHROPOLOGY Evolutionary Human Sciences Pub Date : 2023-10-17 DOI:10.1017/ehs.2023.24
Konstantinos Ladas, Stylianos Kavadias, Jeremy Hutchison-Krupat
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引用次数: 0

摘要

人类进步的一个基本特征是使用不同的学习模式,使智能体获得适当的行为,以在不断变化的环境中生存。学习可能来自于主体自己发现新知识(个体学习),或者模仿他人的行为(社会学习)。社会学习比发现成本低,但模仿可能不会产生任何好处。早期关于纯个体学习者和纯社会学习者组成的群体的理论模型发现,这两种类型都存在于进化平衡中。然而,社会学习者的存在并没有提供任何改善平均总体适应度。随后的研究表明,社会学习者的存在可以提高总体的平均适应度,前提是主体学习的纯粹特征是放松的。我们回到智能体的纯粹概念化来挑战早期工作中的一个假设:智能体被保证有足够的资源来执行他们想要的学习。我们表明,如果智能体接收到的资源是不确定的,这就把社会学习变成了总体水平上适应度改进的来源。也许与直觉相反的是,资源供应的不确定性促使在均衡中追求成本更高的个人学习活动的人口比例增加。
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Cultural Evolution with Uncertain Provision of Learning Resources
Abstract An essential feature of human progress is the use of different modes of learning so agents acquire the appropriate behaviour to survive in a changing environment. Learning may result from agents who discover new knowledge on their own (individual learning), or imitate the behaviour of others (social learning). Social learning is less costly than discovery, but imitation might yield no benefit. Early theoretical models of a population consisting of purely individual and purely social learners found that both types are present in an evolutionary equilibrium. However, the presence of social learners did not provide any improvement to the average population fitness. Subsequent research showed the presence of social learners could improve the average population fitness, provided the pure characterisation of the agents’ learning is relaxed. We return to the pure conceptualisation of agents to challenge an assumption in the early work: agents were guaranteed enough resources to perform their desired learning. We show that, if the resources an agent receives are uncertain, this turns social learning into a source of fitness improvement at the population level. Perhaps counter-intuitively, uncertain provision of resources prompts an increase in the proportion of the population who pursue the costlier–individual learning–activity in equilibrium.
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来源期刊
Evolutionary Human Sciences
Evolutionary Human Sciences Social Sciences-Cultural Studies
CiteScore
4.60
自引率
11.50%
发文量
49
审稿时长
10 weeks
期刊最新文献
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