人口协议算法的最新进展

Dan Alistarh, Rati Gelashvili
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引用次数: 41

摘要

人口协议是一种流行的分布式计算模型,由Angluin、Aspnes、Diamadi、Fischer和Peralta[6]在十多年前引入。同时,该模型已被证明是一种有用的抽象,可用于各种设置的建模,从无线传感器网络[35,26],到基因调控网络[17]和化学反应网络[21]。简而言之,种群协议由n个具有有限局部状态的代理组成,这些代理根据底层通信图随机成对交互,并合作共同计算全局谓词。从理论的角度来看,人口协议可能是人们所能想象到的最简单的分布式模型之一,它的通信和计算能力都受到限制。也许令人惊讶的是,许多经典分布式任务的解决方案仍然是可能的。此外,这些解决方案通常依赖于有趣的算法思想进行设计和有趣的概率技术进行分析,而已知的下界结果围绕着复杂的组合参数。
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Recent Algorithmic Advances in Population Protocols
Population protocols are a popular model of distributed computing, introduced by Angluin, Aspnes, Diamadi, Fischer, and Peralta [6] a little over a decade ago. In the meantime, the model has proved a useful abstraction for modeling various settings, from wireless sensor networks [35, 26], to gene regulatory networks [17], and chemical reaction networks [21]. In a nutshell, a population protocol consists of n agents with limited local state that interact randomly in pairs, according to an underlying communication graph, and cooperate to collectively compute global predicates. From a theoretical prospective, population protocols, with the restricted communication and computational power, are probably one of the simplest distributed model one can imagine. Perhaps surprisingly though, solutions to many classical distributed tasks are still possible. Moreover, these solutions often rely on interesting algorithmic ideas for design and interesting probabilistic techniques for analysis, while known lower bound results revolve around complex combinatorial arguments.
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Technical Report Column Open Problems Column Distributed Computing Column 87 Recent Advances in Multi-Pass Graph Streaming Lower Bounds The Book Review Column Recent Advances in Multi-Pass Graph Streaming Lower Bounds
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