GhostRider: A Hardware-Software System for Memory Trace Oblivious Computation

Chang Liu, Austin Harris, Martin Maas, M. Hicks, Mohit Tiwari, E. Shi
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引用次数: 168

Abstract

This paper presents a new, co-designed compiler and architecture called GhostRider for supporting privacy preserving computation in the cloud. GhostRider ensures all programs satisfy a property called memory-trace obliviousness (MTO): Even an adversary that observes memory, bus traffic, and access times while the program executes can learn nothing about the program's sensitive inputs and outputs. One way to achieve MTO is to employ Oblivious RAM (ORAM), allocating all code and data in a single ORAM bank, and to also disable caches or fix the rate of memory traffic. This baseline approach can be inefficient, and so GhostRider's compiler uses a program analysis to do better, allocating data to non-oblivious, encrypted RAM (ERAM) and employing a scratchpad when doing so will not compromise MTO. The compiler can also allocate to multiple ORAM banks, which sometimes significantly reduces access times.We have formalized our approach and proved it enjoys MTO. Our FPGA-based hardware prototype and simulation results show that GhostRider significantly outperforms the baseline strategy.
GhostRider:一种内存无关跟踪计算的硬件软件系统
本文提出了一种新的、共同设计的编译器和架构,称为GhostRider,用于支持云中的隐私保护计算。GhostRider确保所有程序都满足一个称为内存跟踪遗忘(memory-trace遗忘,MTO)的属性:即使攻击者在程序执行时观察内存、总线流量和访问时间,也无法了解程序的敏感输入和输出。实现MTO的一种方法是使用无关RAM (ORAM),将所有代码和数据分配到单个ORAM银行中,并且还禁用缓存或固定内存流量速率。这种基线方法可能效率低下,因此GhostRider的编译器使用程序分析来做得更好,将数据分配给非遗忘的加密RAM (ERAM),并在这样做时使用刮擦板,这不会损害MTO。编译器还可以分配给多个ORAM银行,这有时会大大减少访问时间。我们已经正式确定了我们的方法,并证明了它享受MTO。我们基于fpga的硬件原型和仿真结果表明,GhostRider显著优于基线策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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