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Heterogeneous Secure Multi-Party Computation

机译:异构安全多方计算

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The increased processing power and storage capacity of in-home and mobile computing devices has motivated their inclusion in distributed and cloud computing systems. The resulting diverse environment creates a strong requirement for secure computations, which can be realised by Secure Multi-Party Computation (MPC). However, MPC most commonly assumes that parties performing the secure computation have the same characteristics and evenly distributes the computation load. In a heterogeneous environment, MPC using the same approach would result in poor performance. In this paper, we propose a mechanism for MPC share distribution in such an environment and present an analysis of the gain in robustness and the corresponding computational and communication complexity. Our results show that the uneven share distribution is a worthwhile approach in diverse computing systems.
机译:家庭和移动计算设备的加工能力和存储容量增加,它们的含有在分布式和云计算系统中。由此产生的不同的环境为安全计算产生了强烈要求,这可以通过安全的多方计算(MPC)来实现。然而,MPC最常见地假设执行安全计算的各方具有相同的特征,并且均匀地分配计算负载。在异构环境中,使用相同方法的MPC将导致性能差。在本文中,我们提出了一种在这种环境中的MPC份额分布的机制,并对鲁棒性的增益和相应的计算和通信复杂性进行分析。我们的研究结果表明,不均匀的股价分配是各种计算系统中的一个有价值的方法。

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