安全计算系统的一般模型

L. Babenko, Philipp Burtyka, O. Makarevich, A. Trepacheva
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引用次数: 0

摘要

本文考虑了加密数据计算的组织问题。由于云计算的扩展和需要适当的措施来保护它,这个问题变得越来越重要。提出了不同的原语来解决有限环境下的问题,如乱码电路、完全同态加密、功能加密、安全多方计算等。然而,真正的安全计算系统的开发需要一些组织安全计算的通用理论,采用系统的方法。我们建议将安全计算系统必须支持的所有功能划分为几个层;它们之间的交互将通过接口完成。在“安全计算接口堆栈”(“SCIS”)的标题下提出的六层分析模型旨在标准化和促进研究人员和开发人员在加密安全计算领域的工作,即在这种系统中,不受信任的各方以加密形式处理敏感数据,而在处理的任何阶段都不进行解密。对于每一层,我们概述了研究人员处理的问题,揭示了一系列必须解决的问题,并提供了相关工作的简要概述。我们对已知的安全计算系统进行了调查和比较,并在我们的模型中进行了分析,得出了一些改进现有安全计算系统的新思路。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The general model of secure computation system
The paper considers the problem of organization the computations over encrypted data. This problem has become increasingly important due to the expansion of the cloud computing and the need for suitable measures to protect it. Different primitives were proposed to solve the problem in a limited context, such as garbled circuits, fully homomorphic encryption, functional encryption, secure multiparty computations and so on. However, the development of real secure computing system requires some general theory for organization of secure computing, using a systemic approach. We propose to divide all the functionality that the secure computing system must support into the several layers; the interaction between them would be done through the interfaces. Presented six-layer analytical model under the title "Secure computing interface stack" ("SCIS") is intended to standardize and facilitate the work of researchers and developers in the field of cryptographically secure computing, i.e. such systems in which the untrusted parties process the sensitive data in encrypted form without decrypting at the any stage of processing. For each layer we outline the problems researchers deal with, reveal a range of issues that must be addressed, and provide a brief overview of the relative works. We survey and compare known secure computation systems analyzing them within our model and derive some new ideas for improvements of existing CSCS.
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