Parameterized Complexity Results for a Model of Theory of Mind Based on Dynamic Epistemic Logic

Iris van de Pol, I. Rooij, Jakub Szymanik
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引用次数: 8

Abstract

In this paper we introduce a computational-level model of theory of mind (ToM) based on dynamic epistemic logic (DEL), and we analyze its computational complexity. The model is a special case of DEL model checking. We provide a parameterized complexity analysis, considering several aspects of DEL (e.g., number of agents, size of preconditions, etc.) as parameters. We show that model checking for DEL is PSPACE-hard, also when restricted to single-pointed models and S5 relations, thereby solving an open problem in the literature. Our approach is aimed at formalizing current intractability claims in the cognitive science literature regarding computational models of ToM.
基于动态认知逻辑的心智理论模型的参数化复杂性结果
本文介绍了一种基于动态认知逻辑的计算级心智理论模型,并对其计算复杂度进行了分析。该模型是DEL模型检验的一个特例。我们提供了一个参数化的复杂性分析,考虑了DEL的几个方面(例如,代理的数量,先决条件的大小等)作为参数。我们证明DEL的模型检查是PSPACE-hard的,当仅限于单点模型和S5关系时也是如此,从而解决了文献中的一个开放问题。我们的方法旨在形式化当前认知科学文献中关于ToM计算模型的棘手主张。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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