Negotiating with other minds. The role of recursive theory of mind in negotiation with incomplete information

Harmen de Weerd, Rineke Verbrugge, Bart Verheij

Theory of mind refers to the ability to reason explicitly about unobservablemental content of others, such as beliefs, goals, and intentions. People often use this ability to understand the behavior of others as well as to predict future behavior. People even take this ability a step further, and use higher-order theory of mind by reasoning about the way others make use of theory of mind and in turn attribute mental states to different agents. One of the possible explanations for the emergence of the cognitively demanding ability of higher-order theory of mind suggests that it is needed to deal with mixed-motive situations. Such mixed-motive situations involve partially overlapping goals, so that both cooperation and competition play a role. In this paper, we consider a particular mixed-motive situation known as Colored Trails, in which computational agents negotiate using alternating offers with incomplete information about the preferences of their trading partner. In this setting, we determine to what extent higher-order theory of mind is beneficial to computational agents. Our results show limited effectiveness of first-order theory of mind, while second-order theory of mind turns out to benefit agents greatly by allowing them to reason about the way they can communicate their interests. Additionally, we let human participants negotiate with computational agents of different orders of theory of mind. These experiments show that people spontaneously make use of second-order theory of mind in negotiations when their trading partner is capable of second-order theory of mind as well.

Manuscript (in PDF-format)

Reference:
De Weerd, H., Verbrugge, R., & Verheij, B. (2017). Negotiating with Other Minds. The Role of Recursive Theory of Mind in Negotiation with Incomplete Information. Journal of Autonomous Agents and Multi-Agent Systems 31 (2), 250-287. http://dx.doi.org/10.1007/s10458-015-9317-1

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