具有次多项式查询复杂度的高速率局部可纠错和局部可测试代码

Swastik Kopparty, Or Meir, Noga Ron-Zewi, Shubhangi Saraf
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引用次数: 73

摘要

在这项工作中,我们构造了第一个具有恒定速率、恒定相对距离和次多项式查询复杂度的局部可校正码(lcc)和局部可测试码(LTCs)。具体来说,我们证明了存在块长度为n、恒定速率(甚至可以任意接近1)和恒定相对距离的lcc和ltc,其查询复杂度为exp(Õ(√logn))(对于lcc)和(logn)O(loglog)(对于ltc)。以前已知这样的代码只存在Ω(nβ)查询复杂度(对于常数β>0)。除了具有较小的查询复杂性之外,我们的代码还在速率和相对距离之间实现了比以前已知的lcc或ltc所能实现的更好的权衡。具体来说,在较大(但大小不变)的字母上,我们的代码接近单例界,也就是说,它们的速率和距离之间几乎具有最佳可能的关系。这产生了一个令人惊讶的结果:要求一个大字母纠错码进一步成为具有次多项式查询复杂性的LCC或LTC,而不需要在速率和距离方面做出任何牺牲!在二进制字母表中,我们的代码满足Zyablov界。对于任何o(n)查询复杂度,这种速率和相对距离之间的权衡以前是未知的。我们关于lcc的结果也立即给出具有相同参数的本地可解码代码(ldc)。我们的代码是基于阿隆,埃德蒙兹和露比的技术。我们观察到这种技术可以作为一种通用的距离放大方法,并表明它与局部校正器和测试仪具有良好的相互作用。我们将该方法应用于亚常数相对距离的非标准区域中适当构造的lcc和LTCs,得到了我们的主要结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
High-rate locally-correctable and locally-testable codes with sub-polynomial query complexity
In this work, we construct the first locally-correctable codes (LCCs), and locally-testable codes (LTCs) with constant rate, constant relative distance, and sub-polynomial query complexity. Specifically, we show that there exist LCCs and LTCs with block length n, constant rate (which can even be taken arbitrarily close to 1) and constant relative distance, whose query complexity is exp(Õ(√logn)) (for LCCs) and (logn)O(loglogn) (for LTCs). Previously such codes were known to exist only with Ω(nβ) query complexity (for constant β>0). In addition to having small query complexity, our codes also achieve better trade-offs between the rate and the relative distance than were previously known to be achievable by LCCs or LTCs. Specifically, over large (but constant size) alphabet, our codes approach the Singleton bound, that is, they have almost the best-possible relationship between their rate and distance. This has the surprising consequence that asking for a large-alphabet error-correcting code to further be an LCC or LTC with sub-polynomial query complexity does not require any sacrifice in terms of rate and distance! Over the binary alphabet, our codes meet the Zyablov bound. Such trade-offs between the rate and the relative distance were previously not known for any o(n) query complexity. Our results on LCCs also immediately give locally-decodable codes (LDCs) with the same parameters. Our codes are based on a technique of Alon, Edmonds and Luby. We observe that this technique can be used as a general distance-amplification method, and show that it interacts well with local correctors and testers. We obtain our main results by applying this method to suitably constructed LCCs and LTCs in the non-standard regime of sub-constant relative distance.
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