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在囚徒困境博弈中,一种“赢则继续,输则转换”的策略比针锋相对策略表现更优。

A strategy of win-stay, lose-shift that outperforms tit-for-tat in the Prisoner's Dilemma game.

作者信息

Nowak M, Sigmund K

机构信息

Department of Zoology, University of Oxford, UK.

出版信息

Nature. 1993 Jul 1;364(6432):56-8. doi: 10.1038/364056a0.

Abstract

The Prisoner's Dilemma is the leading metaphor for the evolution of cooperative behaviour in populations of selfish agents, especially since the well-known computer tournaments of Axelrod and their application to biological communities. In Axelrod's simulations, the simple strategy tit-for-tat did outstandingly well and subsequently became the major paradigm for reciprocal altruism. Here we present extended evolutionary simulations of heterogeneous ensembles of probabilistic strategies including mutation and selection, and report the unexpected success of another protagonist: Pavlov. This strategy is as simple as tit-for-tat and embodies the fundamental behavioural mechanism win-stay, lose-shift, which seems to be a widespread rule. Pavlov's success is based on two important advantages over tit-for-tat: it can correct occasional mistakes and exploit unconditional cooperators. This second feature prevents Pavlov populations from being undermined by unconditional cooperators, which in turn invite defectors. Pavlov seems to be more robust than tit-for-tat, suggesting that cooperative behaviour in natural situations may often be based on win-stay, lose-shift.

摘要

囚徒困境是自私个体群体中合作行为进化的主要隐喻,尤其是自阿克塞尔罗德著名的计算机竞赛及其在生物群落中的应用以来。在阿克塞尔罗德的模拟中,简单的以牙还牙策略表现出色,随后成为互惠利他主义的主要范式。在此,我们展示了包括突变和选择在内的概率策略异质集合的扩展进化模拟,并报告了另一个主角——巴甫洛夫策略出人意料的成功。该策略与以牙还牙策略一样简单,体现了基本的行为机制“赢则坚持,输则改变”,这似乎是一个广泛存在的规则。巴甫洛夫策略的成功基于相对于以牙还牙策略的两个重要优势:它可以纠正偶尔出现的错误并利用无条件合作者。第二个特征可防止巴甫洛夫群体被无条件合作者破坏,而无条件合作者又会招来背叛者。巴甫洛夫策略似乎比以牙还牙策略更稳健,这表明自然环境中的合作行为可能通常基于“赢则坚持,输则改变”。

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