arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 2303.17554math.COcs.DS
收藏

伪随机线性码可达列表译码容量

Pseudorandom Linear Codes are List Decodable to Capacity

Aaron L Putterman, Edward Pyne

AI总结:

本文提出基于扩展图的伪随机线性码,用线性随机性采样即可达到列表译码容量,并证明其伪随机打孔在局部性质和列表恢复上与随机线性码表现相当。

摘要:

我们引入了一种基于扩展图的新型纠错码族。这些码可以用与块长度呈线性的随机性进行采样,并达到列表译码容量(以及其他局部性质)。我们的基于扩展图的码可以从任何具有足够低偏差的码族开始构造,因此,我们给出了第一个可以用线性随机性采样并达到列表译码容量的代数码族。我们通过引入码的伪随机打孔概念来实现这一点,其中我们通过在图 $[m]$ 上的扩展图随机游走来选择基础码 $C\subset \mathbb{F}_q^m$ 的 $n$ 个索引。具体来说,随机线性码(即Hadamard码的真正随机打孔)需要 $O(n^2)$ 个随机位来采样,而我们用 $O(n)$ 个随机位采样伪随机线性码。我们证明伪随机打孔满足真正随机打孔所展现的几个理想性质。特别地,我们扩展了(Guruswami Mosheiff FOCS 2022)的结果,并证明小偏差码的伪随机打孔以高概率满足与随机线性码相同的局部性质。作为我们技术的进一步应用,我们还证明Reed Solomon码的伪随机打孔在Johnson界之外是可列表恢复的,扩展了(Lund Potukuchi RANDOM 2020)的结果。我们通过分析大距离码的性质来实现这一点,并证明伪随机打孔在这种情况下仍然表现良好。

英文摘要:

We introduce a novel family of expander-based error correcting codes. These codes can be sampled with randomness linear in the block-length, and achieve list-decoding capacity (among other local properties). Our expander-based codes can be made starting from any family of sufficiently low-bias codes, and as a consequence, we give the first construction of a family of algebraic codes that can be sampled with linear randomness and achieve list-decoding capacity. We achieve this by introducing the notion of a pseudorandom puncturing of a code, where we select $n$ indices of a base code $C\subset \mathbb{F}_q^m$ via an expander random walk on a graph on $[m]$. Concretely, whereas a random linear code (i.e. a truly random puncturing of the Hadamard code) requires $O(n^2)$ random bits to sample, we sample a pseudorandom linear code with $O(n)$ random bits. We show that pseudorandom puncturings satisfy several desirable properties exhibited by truly random puncturings. In particular, we extend a result of (Guruswami Mosheiff FOCS 2022) and show that a pseudorandom puncturing of a small-bias code satisfies the same local properties as a random linear code with high probability. As a further application of our techniques, we also show that pseudorandom puncturings of Reed Solomon codes are list-recoverable beyond the Johnson bound, extending a result of (Lund Potukuchi RANDOM 2020). We do this by instead analyzing properties of codes with large distance, and show that pseudorandom puncturings still work well in this regime.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

↑