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Truthful Mechanisms for Competitive Reward-Based Scheduling

机译:竞争性奖励调度的真实机制

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We consider a competitive environment for reward-based scheduling of periodic tasks, where the execution of each task consists of a mandatory and an optional part. Each task obtains a value if the processor successfully schedules all its mandatory part, and also an additional reward value if the processor successfully schedules a part of its optional execution. Each task is owned by a self-interested agent who has multiple choices for its requests based on its optional part. We model the reward-based scheduling problem by considering such multi-minded agents. However, the agent may try to manipulate the system to obtain an unfair optional allocation. We address this challenge by designing novel truthful mechanisms in which it is always in the agent's best interest to report their true task characteristics. We propose two truthful mechanisms (an exact and approximate) for selecting a feasible subset of agents and an allocation of optional execution that maximizes the total reward obtained by the selected tasks. To address the pseudo-polynomial complexity of the exact mechanism, we show that our proposed approximate mechanism is a polynomial-time approximation scheme (PTAS). Our extensive experiments show that our proposed approximation mechanism is capable of finding near-optimal solutions efficiently while guaranteeing truthfulness.
机译:我们考虑一个竞争性环境,用于基于奖励的定期任务调度,其中每个任务的执行都包含强制性部分和可选性部分。如果处理器成功调度了其所有必需部分,则每个任务都会获得一个值,如果处理器成功调度其可选执行的一部分,则每个任务还​​将获得一个额外的奖励值。每个任务均由一个自私的代理拥有,该代理根据其可选部分对其请求有多种选择。我们通过考虑这种多方面的主体来对基于奖励的调度问题建模。但是,代理可能会尝试操纵系统以获得不公平的可选分配。我们通过设计新颖的真实机制来应对这一挑战,在这种机制中,报告代理商的真实任务特征始终符合代理商的最大利益。我们提出了两种真实的机制(精确的和近似的),用于选择代理的可行子集和可选执行的分配,以最大化所选任务获得的总报酬。为了解决精确机制的伪多项式复杂性,我们证明了我们提出的近似机制是多项式时间近似方案(PTAS)。我们广泛的实验表明,我们提出的近似机制能够在保证真实性的同时,有效地找到近似最优的解。

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