以嘈杂信息渠道为媒介防止公地悲剧的发生

Samrat Sohel Mondal, Sagar Chakraborty
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引用次数: 0

摘要

合作的进化动力与合作者消耗共享资源的波动状态之间的协同作用对于避免公地悲剧至关重要。不仅在人类身上,在认知能力有限的生物体内,这种资源与合作之间的相互作用也随处可见。在这种游戏-环境反馈场景中,参与战略互动的玩家自然会根据他们对环境状态的感知来选择策略。不幸的现实是,由于各种因素的影响,任何感官渠道都可能是嘈杂的;因此,对环境状态的感知就会出现问题,导致玩家无法采取他们本该采取的策略。有趣的是,情况并不像听起来那么糟糕。在此,我们将迄今为止一直被忽视的博弈者与环境之间的信息渠道引入随机演化博弈范式,以期提出一种反直觉的可能性,即由于渠道中的噪声而导致合作的出现和维持。我们的主要研究是在最简单的非三维背景下进行的,即由大量非结构化的合作者和破坏者组成的群体利用双态随机波动资源,在重复的双人互动中采取记忆-1策略或反应策略。噪声信息渠道在增强反应策略群体合作中的作用是前所未有的。我们发现,群体中的合作倾向与相应信息渠道的互信息(按渠道容量归一化)成反比。
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Noisy information channel mediated prevention of the tragedy of the commons
Synergy between evolutionary dynamics of cooperation and fluctuating state of shared resource being consumed by the cooperators is essential for averting the tragedy of the commons. Not only in humans, but also in the cognitively-limited organisms, this interplay between the resource and the cooperation is ubiquitously witnessed. The strategically interacting players engaged in such game-environment feedback scenarios naturally pick strategies based on their perception of the environmental state. Such perception invariably happens through some sensory information channels that the players are endowed with. The unfortunate reality is that any sensory channel must be noisy due to various factors; consequently, the perception of the environmental state becomes faulty rendering the players incapable of adopting the strategy that they otherwise would. Intriguingly, situation is not as bad as it sounds. Here we introduce the hitherto neglected information channel between players and the environment into the paradigm of stochastic evolutionary games with a view to bringing forward the counterintuitive possibility of emergence and sustenance of cooperation on account of the noise in the channel. Our primary study is in the simplest non-trivial setting of two-state stochastically fluctuating resource harnessed by a large unstructured population of cooperators and defectors adopting either memory-1 strategies or reactive strategies while engaged in repeated two-player interactions. The effect of noisy information channel in enhancing the cooperation in reactive-strategied population is unprecedented. We find that the propensity of cooperation in the population is inversely related to the mutual information (normalized by the channel capacity) of the corresponding information channel.
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