论文标题
在不完美的信息下结合心理理论和绑架合作
Combining Theory of Mind and Abduction for Cooperation under Imperfect Information
论文作者
论文摘要
在本文中，我们在不完美的信息下正式化并实施了合作代理模型。它基于心理理论（理解他人心理状态的认知能力）和绑架推理（从观察中计算解释的推论范式）。这两种技术的结合使代理可以得出同龄人行动背后的动机，并将这些知识纳入他们自己的决策中。我们已经以完全独立于域的方式实施了该模型，并成功地测试了合作卡游戏Hanabi。
In this paper, we formalise and implement an agent model for cooperation under imperfect information. It is based on Theory of Mind (the cognitive ability to understand the mental state of others) and abductive reasoning (the inference paradigm that computes explanations from observations). The combination of these two techniques allows agents to derive the motives behind the actions of their peers, and incorporate this knowledge into their own decision-making. We have implemented this model in a totally domain-independent fashion and successfully tested it for the cooperative card game Hanabi.
