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Psychology-Inspired Trust Restoration Framework in Distributed Multiagent Systems

机译:分布式多主体系统中受心理学启发的信任恢复框架

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Trust violation during cooperation of autonomous agents in multiagent systems is usually unavoidable and can arise due to a wide number of reasons. From a psychological point of view, the violation of an agent’s trust is a result of one agent (which is a transgressor) expressing a very low weight on the welfare of another agent (which is a victim) by inflicting a high cost for a very small benefit. In order for the victim to make an effective decision about whether to cooperate or punish for the next interaction, a psychological variable called welfare tradeoff ratio (WTR) can be used to upregulate the transgressor’s disposition so that the number of exploitive behaviors that are likely to happen in the future will be decreased. In this paper, we propose computational models of metrics based on the welfare tradeoff ratio along with the way by which multiple metrics can be integrated to provide the final result. Additionally, a number of experiments based on social network analysis are conducted to evaluate the performance of the proposed framework and the results show that by implementing WTR the simulated network is able to deal with different levels of trust violation effectively.
机译:多代理系统中自治代理之间的信任冲突通常是不可避免的,并且可能由于多种原因而发生。从心理学的角度来看,对代理人信任的侵犯是由于一个代理人(即犯罪者)对另一代理人(即受害人)的福利施加了非常低的权重,导致其付出了非常高的代价,从而导致小收益。为了使受害者能够有效决定是否进行合作或惩罚下一次互动,可以使用一种称为福利权衡比(WTR)的心理变量来上调违法者的性格,从而使可能的剥削行为数量将来发生的事情会减少。在本文中,我们提出了基于福利权衡比率的指标计算模型,以及可以集成多个指标以提供最终结果的方法。此外,基于社交网络分析进行了许多实验,以评估所提出框架的性能,结果表明,通过实施WTR,模拟网络能够有效处理不同级别的信任冲突。

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