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Experiments in Artificial Theory of Mind: From Safety to Story-Telling

机译:人工心理理论实验:从安全到讲故事

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Theory of mind is the term given by philosophers and psychologists for the ability to form a predictive model of self and others. In this paper we focus on synthetic models of theory of mind. We contend firstly that such models -- especially when tested experimentally -- can provide useful insights into cognition, and secondly that artificial theory of mind can provide intelligent robots with powerful new capabilities, in particular social intelligence for human-robot interaction. This paper advances the hypothesis that simulation-based internal models offer a powerful and realisable, theory-driven basis for artificial theory of mind. Proposed as a computational model of the simulation theory of mind, our simulation-based internal model equips a robot with an internal model of itself and its environment, including other dynamic actors, which can test (i.e. simulate) the robot's next possible actions and hence anticipate the likely consequences of those actions both for itself and others. Although it falls far short of a full artificial theory of mind, our model does allow us to test several interesting scenarios: in some of these a robot equipped with the internal model interacts with other robots without an internal model, but acting as proxy humans; in others two robots each with a simulation-based internal model interact with each other. We outline a series of experiments which each demonstrate some aspect of artificial theory of mind.
机译:心理理论是哲学家和心理学家给出的形成自我和他人预测模型的能力的术语。在本文中,我们关注于心理理论的综合模型。我们首先争辩说,这样的模型-尤其是经过实验测试的模型-可以提供对认知的有用见解,其次,人工思维理论可以为智能机器人提供强大的新功能,尤其是人机交互的社交智能。本文提出了以下假设:基于仿真的内部模型为人工心理理论提供了强大且可实现的,理论驱动的基础。作为基于模拟思维理论的计算模型,我们提出了基于模拟的内部模型,该模型为机器人配备了自身及其周围环境的内部模型,包括其他动态参与者,可以测试(即模拟)机器人的下一个可能动作,从而进行测试。预测这些行为对自己和他人可能造成的后果。尽管与完全的人工思维理论相去甚远,但我们的模型确实允许我们测试几种有趣的场景:在某些情况下,配备了内部模型的机器人与没有内部模型但充当代理人的其他机器人交互;在另一些机器人中,每个机器人都具有基于模拟的内部模型,它们彼此交互。我们概述了一系列实验,每个实验都证明了人工心理理论的某些方面。

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