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An artificial life approach for investigating the emergence of a Theory of Mind based on a functional model of the brain

机译:基于大脑功能模型的心智理论研究的一种人工生活方法

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In social interactions human can behave cooperatively by estimating the intention of others and predicting their behavior. Understanding of others as having intentional states such as beliefs and desires is called Theory of Mind (ToM). This paper proposes a computational framework based on a Functional Parts Combination model (FPC model) for investigating the emergence of a ToM through adaptation in both evolutionary and individual-learning time scales. The FPC model is based on the neuroscientific fact that each cerebral cortical area has a different role and is selectively activated depending on the task. It consists of a set of functional parts and activation signals specifying selectively activated patterns. As a first step, this paper reports on the computer simulations which focused on the learning of the activation signals using a hunter task as a task to be solved by the agents. The simulation demonstrated a scenario for bootstrapping ToM as the emergence of the partial-networks of functional parts in the brain model based on the interactions between the levels of ToM.
机译:在社交互动中,人类可以通过估计他人的意图并预测他们的行为来协同行动。将他人理解为具有信念和欲望等故意状态的过程称为心灵理论(ToM)。本文提出了一种基于功能部件组合模型(FPC模型)的计算框架,用于通过在进化和个体学习时间尺度上进行适应性调查来研究ToM的出现。 FPC模型基于神经科学事实,即每个大脑皮层区域都有不同的作用,并根据任务有选择地激活。它由一组功能部件和指定选择性激活模式的激活信号组成。作为第一步,本文报告了计算机仿真,该仿真专注于使用猎人任务作为代理要解决的任务来学习激活信号。该仿真演示了一种基于ToM水平之间的交互作用来引导ToM的场景,该场景是大脑模型中功能部件的部分网络的出现。

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