RLupus：在狼人社会演绎游戏中通过紧急沟通进行合作
RLupus: Cooperation through emergent communication in The Werewolf social deduction game
摘要：
本文的重点是通信的出现，以支持合作的环境建模为社会演绎游戏（SDG），这是游戏中的球员自由沟通，推断对方的隐藏意图。我们首先通过给出SDG的一般形式化和基于强化学习的可能的解决方案框架来陈述问题。接下来，我们将关注一个特定的SDG，即狼人，并研究各种形式的沟通是否以及如何影响游戏的结果。实验结果表明，引入通信信号大大增加了一类玩家的获胜机会。我们还研究了信号的长度和范围对整体性能的影响，表现出非线性关系。
英文摘要：
This paper focuses on the emergence of communication to support cooperation in environments modeled as social deduction games (SDG), that are games where players communicate freely to deduce each others' hidden intentions. We first state the problem by giving a general formalization of SDG and a possible solution framework based on reinforcement learning. Next, we focus on a specific SDG, known as The Werewolf, and study if and how various forms of communication influence the outcome of the game. Experimental results show that introducing a communication signal greatly increases the winning chances of a class of players. We also study the effect of the signal's length and range on the overall performance showing a non-linear relationship.
机构、总结、中文摘要均由AI分析而来，可能存在错误，请以论文正文为准。
