GF(2)多项式和多方协议的范数、异或引理和下界

Emanuele Viola, A. Wigderson
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引用次数: 57

摘要

本文对多方通信复杂性和GF(2)多项式这两个计算模型的基本问题给出了统一而简单的处理方法。关键是在布尔函数上使用(已知的)规范,这些规范捕获了它们在每个模型中的近似性。主要贡献是新的异或引理。我们表明,如果一个布尔函数与这些模型中的任何一个都有最多epsi小于1/2的相关性,那么它在m个独立实例上的值的奇偶性的相关性随着m呈指数下降。更具体地说:对于d次的GF(2)多项式,相关性下降到exp (-m/4d)。即使d = 2,也不知道异或引理。对于c位k方协议,相关性下降到2c / 2k。没有已知的异或引理有3个方。本文的另一个贡献是对异或引理的直接积引理的一般推导。特别地,假设f与上述任何一个模型的相关性最多小于1/2,我们得到正确计算f的m个独立实例的概率的以下界限:对于d次的GF(2)个多项式,我们再次得到exp的界限(-m/4d)。对于c位k方协议,在epsi小于exp (-c ldr 2k)的特殊情况下,我们得到了2-Omega(m)的界。在这个epsi范围内,我们的界改进了Parnafes, Raz和Wigderson (STOC '97)对两方的直接积引理。我们还使用规范来给出这些模型的改进(或只是简化)下界。特别地,我们给出了一个新的证明,证明n位上的Modm函数,对于奇数m,最多exp(-n/4d)与d次GF(2)多项式相关。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Norms, XOR Lemmas, and Lower Bounds for GF(2) Polynomials and Multiparty Protocols
This paper presents a unified and simple treatment of basic questions concerning two computational models: multiparty communication complexity and GF(2) polynomials. The key is the use of (known) norms on Boolean functions, which capture their approximability in each of these models. The main contributions are new XOR lemmas. We show that if a Boolean function has correlation at most epsi les 1/2 with any of these models, then the correlation of the parity of its values on m independent instances drops exponentially with m. More specifically: For GF(2) polynomials of degree d, the correlation drops to exp (-m/4d). No XOR lemma was known even for d = 2. For c-bit k-party protocols, the correlation drops to 2c ldrepsim/2 k . No XOR lemma was known for k ges 3 parties. Another contribution in this paper is a general derivation of direct product lemmas from XOR lemmas. In particular, assuming that f has correlation at most epsi les 1/2 with any of the above models, we obtain the following bounds on the probability of computing m independent instances of f correctly: For GF(2) polynomials of degree d we again obtain a bound of exp(-m/4d). For c-bit k-party protocols we obtain a bound of 2-Omega(m) in the special case when epsi les exp (-c ldr 2k). In this range of epsi, our bound improves on a direct product lemma for two-parties by Parnafes, Raz, and Wigderson (STOC '97). We also use the norms to give improved (or just simplified) lower bounds in these models. In particular we give a new proof that the Modm function on n bits, for odd m, has correlation at most exp(-n/4d) with degree-d GF(2) polynomials.
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