不可靠通信下的互联网超级计算算法机制

Evgenia Christoforou, Antonio Fernández, Chryssis Georgiou, Miguel A. Mosteiro
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引用次数: 6

摘要

这项工作使用博弈论方法,考虑基于互联网的计算,其中主处理器通过互联网将计算任务分配给一组不受信任的工作处理器,并收集它们的响应。主人必须获得正确的任务结果,同时使其利益最大化。在先前工作的基础上,我们考虑了一个利他主义、恶意和理性工作者共存的框架。此外,我们还考虑了主与worker之间的通信不可靠的可能性,以及worker可能不可用的假设,这些假设对于基于internet的master-worker计算来说是非常现实的。在这个框架内,我们设计并分析了两种算法机制,它们在必要时为理性的工人提供适当的激励,使他们正确行事,尽管存在恶意的工人行为和网络的不可靠性。然后,这些机制被应用到两个现实的基于互联网的主工环境中,一个是类似于seti的环境,另一个是基于承包商的环境,比如亚马逊的土耳其机器人。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Algorithmic Mechanisms for Internet Supercomputing under Unreliable Communication
This work, using a game-theoretic approach, considers Internet-based computations, where a master processor assigns, over the Internet, a computational task to a set of untrusted worker processors, and collects their responses. The master must obtain the correct task result, while maximizing its benefit. Building on prior work, we consider a framework where altruistic, malicious, and rational workers co-exist. In addition, we consider the possibility that the communication between the master and the workers is not reliable, and that workers could be unavailable assumptions that are very realistic for Internet-based master-worker computations. Within this framework, we design and analyze two algorithmic mechanisms that provide, when necessary, appropriate incentives to rational workers to act correctly, despite the malicious' workers actions and the unreliability of the network. These mechanisms are then applied to two realistic Internet-based master-worker settings, a SETI-like one and a contractor-based one, such as Amazon's mechanical turk.
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