验证远程执行的正确性:从不切实际到近乎实用

Michael Walfish
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引用次数: 2

摘要

我们如何信任第三方计算的结果,或者第三方存储的数据的完整性?这是系统安全中的一个经典问题,并且在今天尤为重要,因为现在许多计算都外包了:它由租用的、远程的或两者兼而有之的机器执行。已经提出了各种解决方案,这些解决方案对计算类别、执行计算机的故障模式等进行了假设。然而,理论计算机科学的深入研究结果——交互式证明(ip)[3,9,10,13,19]和概率可检验证明(pcp)[1,2](加上参数[5]背景下的加密承诺[11,12])——告诉我们存在一个完全通用的解决方案,它不需要对第三方进行任何假设:本地计算机可以通过检查第三方返回的简洁证明来检查远程执行计算的正确性。问题在于实用性:如果天真地实现,该理论将会非常昂贵(例如,验证简单计算需要数万亿cpu年或更多时间)。在过去的几年里,许多项目已经将这一理论在实现系统的背景下接近实用性[4,6 - 8,14 - 18,20 -22]。进展的速度很快,在这个基于证明的可验证计算的新兴领域有许多令人鼓舞的发展。我的演讲将涵盖高层次的问题,原则上解决问题的理论,将理论降低到接近实用性并实现它的项目,以及该领域的开放性问题。我的希望是传达围绕该地区所有项目的兴奋。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Verifying the correctness of remote executions: from wild implausibility to near practicality
How can we trust results computed by a third party, or the integrity of data stored by such a party? This is a classic question in systems security, and it is particularly relevant today, as much computation is now outsourced: it is performed by machines that are rented, remote, or both. Various solutions have been proposed that make assumptions about the class of computations, the failure modes of the performing computer, etc. However, deep results in theoretical computer science---interactive proofs (IPs) [3, 9, 10, 13, 19] and probabilistically checkable proofs (PCPs) [1, 2] (coupled with cryptographic commitments [11, 12] in the context of arguments [5])---tell us that a fully general solution exists that makes no assumptions about the third party: the local computer can check the correctness of a remotely executed computation by inspecting a succinct proof returned by the third party. The rub is practicality: if implemented naively, the theory would be preposterously expensive (e.g., trillions of CPU-years or more to verify simple computations). Over the last several years, a number of projects have brought this theory to near-practicality in the context of implemented systems [4, 6--8, 14--18, 20--22]. The pace of progress has been rapid, and there have been many encouraging developments in this emerging area of proof-based verifiable computation. My talk will cover the high-level problem, the theory that solves the problem in principle, the projects that have reduced the theory to near-practicality and implemented it, and open questions for the area. My hope is to communicate the excitement surrounding all of the projects in the area.
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