Lower Bounds for Constant Query Affine-Invariant LCCs and LTCs

Arnab Bhattacharyya, Sivakanth Gopi
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引用次数: 5

Abstract

Affine-invariant codes are codes whose coordinates form a vector space over a finite field and which are invariant under affine transformations of the coordinate space. They form a natural, well-studied class of codes; they include popular codes such as Reed-Muller and Reed-Solomon. A particularly appealing feature of affine-invariant codes is that they seem well suited to admit local correctors and testers. In this work, we give lower bounds on the length of locally correctable and locally testable affine-invariant codes with constant query complexity. We show that if a code C ⊂ ΣKn is an r-query affine invariant locally correctable code (LCC), where K is a finite field and Σ is a finite alphabet, then the number of codewords in C is at most exp(OK,r,|Σ|(nr−1)). Also, we show that if C ⊂ ΣKn is an r-query affine invariant locally testable code (LTC), then the number of codewords in C is at most exp(OK,r,|Σ|(nr−2)). The dependence on n in these bounds is tight for constant-query LCCs/LTCs, since Guo, Kopparty, and Sudan (ITCS’13) constructed affine-invariant codes via lifting that have the same asymptotic tradeoffs. Note that our result holds for non-linear codes, whereas previously, Ben-Sasson and Sudan (RANDOM’11) assumed linearity to derive similar results. Our analysis uses higher-order Fourier analysis. In particular, we show that the codewords corresponding to an affine-invariant LCC/LTC must be far from each other with respect to Gowers norm of an appropriate order. This then allows us to bound the number of codewords, using known decomposition theorems, which approximate any bounded function in terms of a finite number of low-degree non-classical polynomials, up to a small error in the Gowers norm.
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常查询仿射不变lcc和ltc的下界
仿射不变码是指其坐标在有限域上形成一个向量空间,并且在坐标空间的仿射变换下不变的码。它们形成了一种自然的、经过充分研究的代码;其中包括Reed-Muller和Reed-Solomon等流行代码。仿射不变码的一个特别吸引人的特点是,它们似乎非常适合于承认本地校正者和测试者。在这项工作中,我们给出了具有恒定查询复杂度的局部可校正和局部可测试仿射不变码的长度下界。我们证明,如果一个码C∧ΣKn是一个r-query仿射不变局部可校正码(LCC),其中K是一个有限域,Σ是一个有限字母,则C中的码字数至多为exp(OK,r,|Σ|(nr−1))。同样,我们证明如果C∧ΣKn是一个r-query仿射不变局部可测试码(LTC),则C中的码字数至多为exp(OK,r,|Σ|(nr−2))。对于常查询lcc /LTCs,在这些边界中对n的依赖是紧密的,因为Guo, Kopparty和Sudan (ITCS ' 13)通过提升构造了具有相同渐近权衡的仿射不变码。请注意,我们的结果适用于非线性代码,而之前,Ben-Sasson和Sudan (RANDOM ' 11)假设线性来得出类似的结果。我们的分析使用了高阶傅里叶分析。特别地,我们证明了对应于仿射不变LCC/LTC的码字必须相对于适当阶的Gowers范数彼此远离。这允许我们使用已知的分解定理来限定码字的数量,这些定理用有限数量的低次非经典多项式近似任何有界函数,直到高尔斯范数中的一个小误差。
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