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SpOT-Light: Lightweight Private Set Intersection from Sparse OT Extension

机译:SpOT-Light:稀疏OT扩展的轻量级私人布景交叉口

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We describe a novel approach for two-party private set intersection (PSI) with semi-honest security. Compared to existing PSI protocols, ours has a more favorable balance between communication and computation. Specifically, our protocol has the lowest monetary cost of any known PSI protocol, when run over the Internet using cloud-based computing services (taking into account current rates for CPU + data). On slow networks (e.g., 10 Mbps) our protocol is actually the fastest. Our novel underlying technique is a variant of oblivious transfer (OT) extension that we call sparse OT extension. Conceptually it can be thought of as a communication-efficient multipoint oblivious PRF evaluation. Our sparse OT technique relies heavily on manipulating high-degree polynomials over large finite fields (i.e. elements whose representation requires hundreds of bits). We introduce extensive algorithmic and engineering improvements for interpolation and multi-point evaluation of such polynomials, which we believe will be of independent interest. Finally, we present an extensive empirical comparison of state-of-the-art PSI protocols in several application scenarios and along several dimensions of measurement: running time, communication, peak memory consumption, and—arguably the most relevant metric for practice— monetary cost.
机译:我们描述了一种具有半诚实安全性的两方私人集合交集(PSI)的新颖方法。与现有的PSI协议相比,我们的通信和计算之间具有更有利的平衡。特别是,当使用基于云的计算服务在Internet上运行时(考虑到CPU +数据的当前费率),我们的协议在所有已知的PSI协议中具有最低的货币成本。在速度较慢的网络(例如10 Mbps)上,我们的协议实际上是最快的。我们新颖的基础技术是遗忘传输(OT)扩展的一种变体,我们称之为稀疏OT扩展。从概念上讲,它可以被认为是一种通信效率高的多点遗忘PRF评估。我们的稀疏OT技术在很大程度上依赖于在较大的有限域(即,其表示需要数百位的元素)上处理高阶多项式。我们为这些多项式的插值和多点评估引入了广泛的算法和工程改进,我们认为这将是独立利益。最后,我们在几个应用场景中以及在多个测量维度上对最新PSI协议进行了广泛的经验比较:运行时间,通信,峰值内存消耗,以及(可能是实践中最相关的指标)货币成本。

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