论文标题
战略语义沟通的费率延伸理论
Rate-Distortion Theory for Strategic Semantic Communication
论文作者
论文摘要
本文分析了战略语义通信问题的基本限制,其中发射器获得了有限数量的内在语义信息源的间接观察,然后可以通过向不完善的通道发送有限数量的消息来影响接收器的解码。发射器和接收器可以采用不同的失真度量,并且可以分别对其编码和解码策略做出合理的决定。解码器还可以提供有关语义源的一些附带信息(例如,从以前的通信中获得的背景知识和/或信息),以帮助其对语义信息的解释。我们特别关注发射机可以致力于编码策略的情况,并研究战略决策对语义交流速度扭曲的影响。已经研究并比较了三种均衡解决方案,包括强大的Stackelberg平衡,弱的Stackelberg平衡以及NASH平衡。已经得出了各种平衡解决方案下的最佳编码和解码策略概况。我们证明,致力于编码策略不能总是为编码器带来好处。因此,我们提出了一种可行的条件,在该条件下,对编码策略的承诺始终可以降低语义交流的失真性能。
This paper analyzes the fundamental limit of the strategic semantic communication problem in which a transmitter obtains a limited number of indirect observation of an intrinsic semantic information source and can then influence the receiver's decoding by sending a limited number of messages to an imperfect channel. The transmitter and the receiver can have different distortion measures and can make rational decision about their encoding and decoding strategies, respectively. The decoder can also have some side information (e.g., background knowledge and/or information obtained from previous communications) about the semantic source to assist its interpretation of the semantic information. We focus particularly on the case that the transmitter can commit to an encoding strategy and study the impact of the strategic decision making on the rate distortion of semantic communication. Three equilibrium solutions including the strong Stackelberg equilibrium, weak Stackelberg equilibrium, as well as Nash equilibrium have been studied and compared. The optimal encoding and decoding strategy profiles under various equilibrium solutions have been derived. We prove that committing to an encoding strategy cannot always bring benefit to the encoder. We therefore propose a feasible condition under which committing to an encoding strategy can always reduce the distortion performance of semantic communication.