Quasilinear Time List-Decodable Codes for Space Bounded Channels

Ronen Shaltiel, Swastik Kopparty, Jad Silbak
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引用次数: 9

Abstract

We consider codes for space bounded channels. This is a model for communication under noise that was studied by Guruswami and Smith (J. ACM 2016) and lies between the Shannon (random) and Hamming (adversarial) models. In this model, a channel is a space bounded procedure that reads the codeword in one pass, and modifies at most a p fraction of the bits of the codeword. Guruswami and Smith, and later work by Shaltiel and Silbak (RANDOM 2016), gave constructions of list-decodable codes with rate approaching 1-H(p) against channels with space s=c log n, with encoding/decoding time poly(2^s)= poly(n^c). In this paper we show that for every constant 0 ≤ p < ½, and every sufficiently small constant ε>0, there are codes with rate R ≥ 1-H(p)-ε, list size poly(1/ε), and furthermore: • Our codes can handle channels with space s=n^Ω(1), which is much larger than O(log n) achieved by previous work. • We give encoding and decoding algorithms that run in time n polylog(n). Previous work achieved large and unspecified poly(n) time (even for space s=1 ⋅ log n channels). • We can handle space bounded channels that read the codeword in any order, whereas previous work considered channels that read the codeword in the standard order. Our construction builds on the machinery of Guruswami and Smith (with some key modifications) replacing some nonconstructive codes and pseudorandom objects (that are found in exponential time by brute force) with efficient explicit constructions. For this purpose we exploit recent results of Haramaty, Lee and Viola (SICOMP 2018) on pseudorandom properties of “t-wise independence + low weight noise'' which we quantitatively improve using techniques by Forbes and Kelly (FOCS 2018). To make use of such distributions, we give new explicit constructions of binary linear codes that have dual distance of n^Ω(1), and are also polynomial time list-decodable from relative distance ½ -ε, with list size poly(1/ε). To the best of our knowledge, no such construction was previously known. Somewhat surprisingly, we show that Reed-Solomon codes with dimension k<√n, have this property if interpreted as binary codes (in some specific interpretation) which we term: “Raw Reed-Solomon Codes''. A key idea is viewing Reed-Solomon codes as “bundles'' of certain dual-BCH codewords.
空间有界信道的拟线性时间表可译码
我们考虑空间有界信道的编码。这是Guruswami和Smith (J. ACM 2016)研究的噪声下的通信模型,介于Shannon(随机)和Hamming(对抗)模型之间。在这个模型中,信道是一个有空间限制的过程,它一次读取码字,最多修改码字的p位分数。Guruswami和Smith以及Shaltiel和Silbak后来的工作(RANDOM 2016)给出了速率接近1-H(p)的列表可解码代码的结构,其通道空间为s=c log n,编码/解码时间为poly(2^s)= poly(n^c)。本文证明了对于每一个常数0≤p < 1/ 2,每一个足够小的常数ε>0,都存在速率R≥1- h (p)-ε,列表大小poly(1/ε)的码,并且:•我们的码可以处理空间s=n^Ω(1)的信道,这比以前的工作实现的O(log n)大得多。•我们给出了运行时间为n polylog(n)的编码和解码算法。以前的工作实现了大量且未指定的poly(n)时间(即使对于空间s=1⋅log n通道)。•我们可以处理以任意顺序读取码字的有空间通道,而以前的工作是考虑以标准顺序读取码字的通道。我们的构造建立在Guruswami和Smith的机器上(做了一些关键的修改),用有效的显式构造取代了一些非构造代码和伪随机对象(通过蛮力在指数时间内找到)。为此,我们利用Haramaty, Lee和Viola (SICOMP 2018)关于“t-独立+低权重噪声”的伪随机特性的最新结果,我们使用Forbes和Kelly (FOCS 2018)的技术对其进行了定量改进。为了利用这种分布,我们给出了二元线性码的新显式结构,它的对偶距离为n^Ω(1),并且在多项式时间内可以从相对距离½-ε解码,列表大小为poly(1/ε)。据我们所知,以前没有这样的建筑。有些令人惊讶的是,我们证明了维数k<√n的里德-所罗门码,如果被解释为二进制码(在某些特定的解释中),我们称之为“原始里德-所罗门码”,则具有此性质。一个关键的想法是将里德-所罗门码视为某些双bch码字的“捆绑”。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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