使用加密散列的可分割伪随机数生成器

Koen Claessen, Michal H. Palka
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引用次数: 34

摘要

提出了一种基于密码学哈希函数的可分裂伪随机数生成器。与线性prng相比,可分割prng允许从给定的随机数生成器创建两个(看似)独立的生成器。可拆分prng对于构造纯函数式程序非常有用,因为它们避免了围绕状态执行线程的需要。我们表明,目前已知和使用的可分割prng要么不够有效,要么有内在缺陷,要么缺乏关于其随机性的正式论证。相比之下,我们提出的生成器可以有效地实现,并附带正式的声明和证明,量化生成的结果是如何“随机”的。所提供的证明在密码学中常用的假设下提供了强随机性保证。
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Splittable pseudorandom number generators using cryptographic hashing
We propose a new splittable pseudorandom number generator (PRNG) based on a cryptographic hash function. Splittable PRNGs, in contrast to linear PRNGs, allow the creation of two (seemingly) independent generators from a given random number generator. Splittable PRNGs are very useful for structuring purely functional programs, as they avoid the need for threading around state. We show that the currently known and used splittable PRNGs are either not efficient enough, have inherent flaws, or lack formal arguments about their randomness. In contrast, our proposed generator can be implemented efficiently, and comes with a formal statements and proofs that quantify how 'random' the results are that are generated. The provided proofs give strong randomness guarantees under assumptions commonly made in cryptography.
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