Adaptation Procedure in Misinformation Games

Konstantinos Varsos, Merkouris Papamichail, Giorgos Flouris, Marina Bitsaki
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Abstract

We study interactions between agents in multi-agent systems, in which the agents are misinformed with regards to the game that they play, essentially having a subjective and incorrect understanding of the setting, without being aware of it. For that, we introduce a new game-theoretic concept, called misinformation games, that provides the necessary toolkit to study this situation. Subsequently, we enhance this framework by developing a time-discrete procedure (called the Adaptation Procedure) that captures iterative interactions in the above context. During the Adaptation Procedure, the agents update their information and reassess their behaviour in each step. We demonstrate our ideas through an implementation, which is used to study the efficiency and characteristics of the Adaptation Procedure.
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误导游戏中的适应程序
我们研究的是多代理系统中代理之间的互动,在这种互动中,代理对他们所玩的博弈的信息是错误的,基本上是对环境有一种主观的、不正确的理解,而自己却没有意识到这一点。为此,我们引入了一个新的博弈论概念--"错误信息博弈",为研究这种情况提供了必要的工具包。随后,我们通过开发时间离散程序(称为 "适应程序")来增强这一框架,该程序捕捉了上述情况下的互动。在适应过程中,代理人更新他们的信息,并在每一步中重新评估他们的行为。我们通过一个实现来展示我们的想法,并用它来研究适应过程的效率和特点。
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