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Probabilistically Checkable Proofs and Codes

机译:概率潜在的证明和代码

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NP is the complexity class of problems for which it is easy to check that a solution is correct. In contrast, finding solutions to certain NP problems is widely believed to be hard. The canonical example is the SAT problem: given a Boolean formula, it is notoriously difficult to come up with a satisfying assignment, whereas given a proposed assignment it is trivial to plug in the values and verify its correctness. Such an assignment is an "NP-proof' for the satisfiability of the formula. Although the verification is simple, it is not local, i.e., a verifier must typically read (almost) the entire proof in order to reach the right decision. In contrast, the landmark PCP theorem [4, 3] says that proofs can be encoded into a special "PCP" format, that allows speedy verification. In the new format it is guaranteed that a PCP proof of a false statement will have many many errors. Thus such proofs can be verified by a randomized procedure that is local: it reads only a constant (!) number of bits from the proof and with high probability detects an error if one exists. How are these PCP encodings constructed? First, we describe the related and possibly cleaner problem of constructing locally testable codes. These are essentially error correcting codes that are testable by a randomized local algorithm. We point out some connections between local testing and questions about stability of various mathematical systems. We then sketch two known ways of constructing PCPs.
机译:NP是复杂性问题,它很容易检查解决方案是否正确。相比之下,发现对某些NP问题的解决方案被广泛认为很难。规范示例是SAT问题:给定一个布尔公式,令人难以置信的是令人满意的分配难以提出的,而鉴于提出的分配,它是琐碎的来插入值并验证其正确性并验证其正确性。这样的分配是用于公式的可靠性的“NP-PREAP”。虽然验证很简单,但它不是本地的,即,验证者必须读取(几乎)整个证明以达到正确的决定。在对比度,Landmark PCP定理[4,3]表示,证明可以编码为特殊的“PCP”格式,允许快速验证。以新格式,它保证了虚假陈述的PCP证明将有许多错误因此这种证明可以通过一个随机过程,是本地进行验证:它仅读取一个恒定的证明,并以高概率的比特数检测到错误,如果存在这些需求如何PCP编码构建首先,我们(!)。?描述构造局部可测试代码的相关和可能的清洁问题。这些是基本上通过随机本地算法可测试的纠错码。我们指出了当地测试与各种数学稳定性问题之间的一些连接CAL系统。然后,我们绘制了两个已知的构建PCP的方式。

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