SecureScala:安全计算的Scala嵌入

M. Hauck, Savvas Savvides, P. Eugster, M. Mezini, G. Salvaneschi
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引用次数: 4

摘要

云计算提供了一个具有吸引力和成本效益的计算平台,因此它已被业界和政府广泛采用。与此同时,云计算带来了严重的安全挑战,因为敏感数据通常必须外包给能够访问数据并对其进行计算的第三方实体。部分同态加密有望实现安全计算,因为它允许在加密数据上执行程序。尽管密码学技术的进步提高了这些程序的表达能力,但与主流语言的集成几乎没有进展。为此,我们提出了SecureScala,这是Scala中的一种特定于领域的语言,它允许在不需要任何加密知识的情况下表达安全程序。SecureScala基于自由单子和自由应用函子的新颖组合,支持并行执行和静态可分析性。我们通过几个案例研究评估了我们的方法,展示了它的表现力,并表明它只带来有限的性能开销。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
SecureScala: Scala embedding of secure computations
Cloud computing offers an attractive and cost-efficient computing platform and hence it has been widely adopted by the industry and the government. At the same time, cloud computing poses a serious security challenge because sensitive data must often be outsourced to third party entities that can access the data and perform computations on them. Partial homomorphic encryption is promising for secure computation, since it allows programs to be executed over encrypted data. Despite advances in cryptographic techniques have improved the expressivity of such programs, integration with mainstream languages has seen little progress. To this end, we present SecureScala, a domain-specific language in Scala that allows expressing secure programs without requiring any cryptographic knowledge. SecureScala is based on a novel combination of free monads and free applicative functors and supports parallel execution and static analyzability. We evaluate our approach through several case studies, demonstrate its expressivity, and show that it incurs in limited performance overhead.
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