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Toward Better Formula Lower Bounds: An Information Complexity Approach to the KRW Composition Conjecture

机译:走向更好的公式下界:KRW构想猜想的信息复杂性方法

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One of the major open problems in complexity theory is proving super-polynomial lower bounds for circuits with logarithmic depth (i.e., PNC1 ). 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 [KRW95] suggested to approach this problem by proving the following conjecture: given two boolean functions f and g, the depth complexity of the composed function gf is roughly the sum of the depth complexities of f and g. They showed that the validity of this conjecture would imply that PNC1 .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. [EIRS01]. An alternative proof was given later by Hastad and Wigderson [HW93]. 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
机译:复杂性理论中的主要开放问题之一是证明具有对数深度的电路(即PNC1)的超多项式下界。这个问题很有趣,原因有两个:首先,它与理解并行计算和小空间计算的功能紧密相关。其次,它是证明超多项式电路下界的第一个里程碑之一。Karchmer,Raz和Wigderson [KRW95]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,则其深度复杂度组成的函数gf大致是f和g的深度复杂度之和。他们表明,这种猜想的正确性暗示了PNC1。作为研究功能组成的起点,他们引入了一个称为“普遍关系”的关系,并建议研究普遍关系的组成。这个建议被证明是卓有成效的,Edmonds等人证明了KRW关于普遍关系的一种推测。等[EIRS01]。后来,哈斯塔德和威格森[HW93]给出了另一种证明。然而,研究功能的组成似乎更加困难,KRW猜想仍然是广泛存在的。在这项工作中,我们朝着这个方向迈出了自然的一步,介于已知和原始猜想之间:我们证明了该猜想支持具有普遍关系的功能的组合。我们还建议下一步的候选方法并提供初步结果。我们的主要技术贡献是开发一种基于信息复杂度概念的方法来分析KW关系-与电路深度和公式复杂度问题密切相关的通信问题。近来,信息复杂性已被证明是一种强大的工具,并强调了通信复杂性中一些长期存在的开放性问题方面的一些重大进展。在这项工作中,我们开发了用于分析KW关系的信息复杂性的通用工具,这些工具可能是独立存在的。

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