基于主观学习的认知进化促进了公共物品博弈中的合作

Yu Wang, Zhe Cheng, Ming-ge Xiong, Xin He
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引用次数: 0

摘要

为了缓解博弈参与者之间因利益至上而产生的认知偏差和合作困境,我们以主观博弈为研究框架,从信息融合和情绪调节的角度提出了两种基于主观认知的策略更新模型,研究了公共物品博弈参与者的认知演化。通过在NetLogo平台上的模拟实验,我们发现,在信息加工的决策过程中,参与者更加关注长期声誉价值,这在一定程度上可以避免认知偏差,进而通过声誉效应改善系统的合作困境;在内部情绪调节过程中,个体坚守自己积累的情绪价值,提高自己的情绪敏感性,使其对背叛者的入侵具有较强的抵抗力。我们的研究在一定程度上抑制了多人博弈情境下的搭便车行为,保持了群体间的高水平合作。本研究提出的策略更新模型为从建模和仿真的角度研究博弈过程中参与者的认知演化提供了新的途径,对解决群体合作困境问题具有一定的现实意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Cognitive Evolution Based on Subjective Learning Promotes Cooperation in Public Goods Game
In order to alleviate the cognitive bias and cooperation dilemma caused by the supremacy of interests among players in the game, we take the subjective game as the research framework, propose two strategies updating models based on subjective cognition from the perspective of information fusion and emotion regulation, and study the cognitive evolution of participants in the public goods game. Through the simulation experiment on the NetLogo platform, we find that, for the decision-making process of information processing, the participants pay more attention to the long-term reputation value, which can avoid cognitive bias to some extent, and then improve the cooperation dilemma of the system through the reputation effect; For the internal emotion regulation process, individuals stick to their accumulated emotional value and improve their emotional sensitivity, which can make them have a strong resistance to the invasion of the betrayer. Our research, to a certain extent, inhibited the free riding behavior in the multi-player game situation, and maintained a high level of cooperation between groups. The strategy updating model proposed in our research provides a new way to study the cognitive evolution of players in the game process from the perspective of modeling and simulation, and has certain practical significance to help solve the problem of group cooperation dilemma.
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