Dmitry Gavinsky, Or Meir, Omri Weinstein, A. Wigderson
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As a starting point for studying the composition of functions, they introduced a relation called \"the universal relation\", and suggested to study the composition of universal relations. This suggestion proved fruitful, and an analogue of the KRW conjecture for the universal relation was proved by Edmonds et. al. [12]. An alternative proof was given later by Håstad and Wigderson [18]. However, studying the composition of functions seems more difficult, and the KRW conjecture is still wide open. In this work, we make a natural step in this direction, which lies between what is known and the original conjecture: we show that an analogue of the conjecture holds for the composition of a function with a universal relation. We also suggest a candidate for the next step and provide initial results toward it. Our main technical contribution is developing an approach based on the notion of information complexity for analyzing KW relations -- communication problems that are closely related to questions on circuit depth and formula complexity. Recently, information complexity has proved to be a powerful tool, and underlined some major progress on several long-standing open problems in communication complexity. In this work, we develop general tools for analyzing the information complexity of KW relations, which may be of independent interest.","PeriodicalId":123501,"journal":{"name":"Proceedings of the forty-sixth annual ACM symposium on Theory of computing","volume":"18 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"41","resultStr":"{\"title\":\"Toward better formula lower bounds: an information complexity approach to the KRW composition conjecture\",\"authors\":\"Dmitry Gavinsky, Or Meir, Omri Weinstein, A. Wigderson\",\"doi\":\"10.1145/2591796.2591856\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"One of the major open problems in complexity theory is proving super-logarithmic lower bounds on the depth of circuits (i.e., P ⊈ NC1). This problem is interesting for two reasons: first, it is tightly related to understanding the power of parallel computation and of small-space computation; second, it is one of the first milestones toward proving super-polynomial circuit lower bounds. Karchmer, Raz, and Wigderson [21] suggested to approach this problem by proving the following conjecture: given two boolean functions f and g, the depth complexity of the composed function g o f is roughly the sum of the depth complexities of f and g. They showed that the validity of this conjecture would imply that P ⊈ NC1. As a starting point for studying the composition of functions, they introduced a relation called \\\"the universal relation\\\", and suggested to study the composition of universal relations. This suggestion proved fruitful, and an analogue of the KRW conjecture for the universal relation was proved by Edmonds et. al. [12]. An alternative proof was given later by Håstad and Wigderson [18]. However, studying the composition of functions seems more difficult, and the KRW conjecture is still wide open. In this work, we make a natural step in this direction, which lies between what is known and the original conjecture: we show that an analogue of the conjecture holds for the composition of a function with a universal relation. We also suggest a candidate for the next step and provide initial results toward it. Our main technical contribution is developing an approach based on the notion of information complexity for analyzing KW relations -- communication problems that are closely related to questions on circuit depth and formula complexity. Recently, information complexity has proved to be a powerful tool, and underlined some major progress on several long-standing open problems in communication complexity. 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引用次数: 41
摘要
复杂性理论中一个主要的开放问题是证明电路深度的超对数下界(即P - NC1)。这个问题之所以有趣,有两个原因:首先,它与理解并行计算和小空间计算的能力密切相关;其次,它是证明超多项式电路下界的第一个里程碑。Karchmer, Raz, and Wigderson[21]建议通过证明以下猜想来解决这个问题:给定两个布尔函数f和g,组合函数g of的深度复杂度大致是f和g的深度复杂度的总和。他们表明该猜想的有效性意味着P - NC1。作为研究函数组合的出发点,他们引入了一种称为“泛关系”的关系,并建议研究泛关系的组合。这一建议被证明是卓有成效的,Edmonds等人[12]也证明了KRW猜想对普遍关系的类比。后来,hamatstad和Wigderson[18]给出了另一种证明。但是,研究函数的组成似乎比较困难,而且“KRW猜想”仍处于开放状态。在这项工作中,我们在这个方向上迈出了自然的一步,这一步位于已知的和原始猜想之间:我们证明了一个类似的猜想对于具有普遍关系的函数的复合是成立的。我们还建议下一步的候选人,并提供初步结果。我们的主要技术贡献是开发了一种基于信息复杂性概念的方法,用于分析KW关系——与电路深度和公式复杂性问题密切相关的通信问题。最近,信息复杂性已被证明是一个强大的工具,并强调了通信复杂性中几个长期存在的开放性问题的一些重大进展。在这项工作中,我们开发了通用工具来分析KW关系的信息复杂性,这可能是独立的兴趣。
Toward better formula lower bounds: an information complexity approach to the KRW composition conjecture
One of the major open problems in complexity theory is proving super-logarithmic lower bounds on the depth of circuits (i.e., P ⊈ NC1). This problem is interesting for two reasons: first, it is tightly related to understanding the power of parallel computation and of small-space computation; second, it is one of the first milestones toward proving super-polynomial circuit lower bounds. Karchmer, Raz, and Wigderson [21] suggested to approach this problem by proving the following conjecture: given two boolean functions f and g, the depth complexity of the composed function g o f is roughly the sum of the depth complexities of f and g. They showed that the validity of this conjecture would imply that P ⊈ NC1. As a starting point for studying the composition of functions, they introduced a relation called "the universal relation", and suggested to study the composition of universal relations. This suggestion proved fruitful, and an analogue of the KRW conjecture for the universal relation was proved by Edmonds et. al. [12]. An alternative proof was given later by Håstad and Wigderson [18]. However, studying the composition of functions seems more difficult, and the KRW conjecture is still wide open. In this work, we make a natural step in this direction, which lies between what is known and the original conjecture: we show that an analogue of the conjecture holds for the composition of a function with a universal relation. We also suggest a candidate for the next step and provide initial results toward it. Our main technical contribution is developing an approach based on the notion of information complexity for analyzing KW relations -- communication problems that are closely related to questions on circuit depth and formula complexity. Recently, information complexity has proved to be a powerful tool, and underlined some major progress on several long-standing open problems in communication complexity. In this work, we develop general tools for analyzing the information complexity of KW relations, which may be of independent interest.