Human social behavior is influenced by individual differences in social preferences. Social value orientation (SVO) is a measurable personality trait which indicates the relative importance an individual places on their own and on others' welfare when making decisions. SVO and other individual difference variables are strong predictors of human behavior and social outcomes. However, there are transient changes human behavior associated with emotions that are not captured by individual differences alone. Integral emotions, the emotions which arise in direct response to a decision-making scenario, have been linked to temporary shifts in decision-making preferences. In this work, we investigated the effects of moderating social preferences with integral emotions in multi-agent societies. We developed Svoie, a method for designing agents which make decisions based on established SVO policies, as well as alternative integral emotion policies in response to task outcomes. We conducted simulation experiments in a resource-sharing task environment, and compared societies of Svoie agents with societies of agents with fixed SVO policies. We find that societies of agents which adapt their behavior through integral emotions achieved similar collective welfare to societies of agents with fixed SVO policies, but with significantly reduced inequality between the welfare of agents with different SVO traits. We observed that by allowing agents to change their policy in response to task outcomes, agents can moderate their behavior to achieve greater social equality. \end{abstract}
翻译:人类的社会行为受到个体在社会偏好上的差异影响。社会价值取向(SVO)是一种可测量的人格特质,它表明个体在决策时对自身及他人福祉所赋予的相对重要性。SVO与其他个体差异变量是人类行为及社会结果的强预测因子。然而,人类行为中与情绪相关的短暂变化并不仅仅由个体差异所解释。整饰情绪,即直接响应决策情景而产生的情绪,已被发现与决策偏好的临时转变相关。在本研究中,我们探讨了在多智能体社会中通过整饰情绪调节社会偏好的影响。我们开发了Svoie方法,用于设计基于既定SVO策略以及针对任务结果的可选整饰情绪策略进行决策的智能体。我们在资源分享任务环境中进行了仿真实验,并将Svoie智能体社会与采用固定SVO策略的智能体社会进行了比较。我们发现,通过整饰情绪调整行为的智能体社会,其集体福祉与固定SVO策略的智能体社会相当,但不同SVO特质的智能体之间的福祉不平等性显著降低。我们观察到,通过允许智能体根据任务结果改变其策略,智能体能够调节自身行为以实现更高的社会公平性。