粉饰:为移动设备外包乱码电路

Henry Carter, Chaz Lever, Patrick Traynor
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引用次数: 55

摘要

乱码电路为计算用户的个人数据提供了强大的原语,同时保持了数据的私密性。尽管最近有所改进,但在智能手机有限的硬件资源上,构建和评估任何有用尺寸的电路仍然很昂贵。智能手机是世界上大多数用户可用的主要计算设备。在这项工作中,我们开发了一种新技术,用于安全地将乱码电路的生成外包给云提供商。通过外包电路生成,我们能够从移动设备中消除最昂贵的操作,包括遗忘传输。我们的安全性证明表明,该技术提供了任何现有的乱码电路外包协议的最佳安全保证。我们还通过实验证明,与以前的外包协议相比,我们的新协议平均减少了75%的执行时间,减少了60%的网络成本。通过这样做,我们证明了在移动设备上使用乱码电路几乎可以像在服务器级机器上一样实用。
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Whitewash: outsourcing garbled circuit generation for mobile devices
Garbled circuits offer a powerful primitive for computation on a user's personal data while keeping that data private. Despite recent improvements, constructing and evaluating circuits of any useful size remains expensive on the limited hardware resources of a smartphone, the primary computational device available to most users around the world. In this work, we develop a new technique for securely outsourcing the generation of garbled circuits to a Cloud provider. By outsourcing the circuit generation, we are able to eliminate the most costly operations from the mobile device, including oblivious transfers. Our proofs of security show that this technique provides the best security guarantees of any existing garbled circuit outsourcing protocol. We also experimentally demonstrate that our new protocol, on average, decreases execution time by 75% and reduces network costs by 60% compared to previous outsourcing protocols. In so doing, we demonstrate that the use of garbled circuits on mobile devices can be made nearly as practical as it is becoming for server-class machines.
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