基于决策树复杂性的单调复杂性度量之间的关系

Farzan Byramji, Vatsal Jha, Chandrima Kayal, Rajat Mittal
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摘要

在最近的一项成果中,Knop、Lovett、McGuire 和 Yuan(STOC 2021)证明了以 AND 函数为内部小工具组成的任何布尔函数的通信复杂度的对数级猜想。这一结果的主要工具之一是块灵敏度和证书复杂度等已被广泛研究的布尔复杂性度量的单调类似物之间的关系。标准度量之间的关系一直是一个漫长的研究线,Huang(《数学年刊》2019)的一个里程碑式的结果最终表明,灵敏度与所有其他标准度量都是多项式相关的。在本文中,我们研究了标准度量的单调类比,如块灵敏度(mbs(f))、证书复杂度(MCC(f))和分数块灵敏度(fmbs(f));并研究了这些度量与布尔函数的 AND 判定树和稀疏性之间的关系。我们展示了以下结果:1) 给定一个布尔函数 $f :\{0,1\}^{n}\rightarrow \{0,1\}$,比率 $fmbs(f^l )/mbs(f^l )$ 受 n(而不是 l)的函数约束。相应的标准度量也有类似的结果(Tal,ITCS 2013)。这一结果允许我们将单调块灵敏度上表现良好的度量的任何上界扩展到单调分数块灵敏度。2) 用稀疏性对数来计算单调块灵敏度的最佳上限,等同于用程度来计算灵敏度的最佳上限。Knop, Lovett, McGuire 和 Yuan (STOC2021) 的证明中使用了这一关系的一面。3) 对于对称函数和单调函数这两类自然函数,坐标集复杂度 (MCC) 等于单调灵敏度。
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Relations between monotone complexity measures based on decision tree complexity
In a recent result, Knop, Lovett, McGuire and Yuan (STOC 2021) proved the log-rank conjecture for communication complexity, up to log n factor, for any Boolean function composed with AND function as the inner gadget. One of the main tools in this result was the relationship between monotone analogues of well-studied Boolean complexity measures like block sensitivity and certificate complexity. The relationship between the standard measures has been a long line of research, with a landmark result by Huang (Annals of Mathematics 2019), finally showing that sensitivity is polynomially related to all other standard measures. In this article, we study the monotone analogues of standard measures like block sensitivity (mbs(f)), certificate complexity (MCC(f)) and fractional block sensitivity (fmbs(f)); and study the relationship between these measures given their connection with AND-decision tree and sparsity of a Boolean function. We show the following results: 1) Given a Boolean function $f : \{0, 1\}^{n} \rightarrow \{0, 1\}$, the ratio $fmbs(f^l )/mbs(f^l )$ is bounded by a function of n (and not l). A similar result was known for the corresponding standard measures (Tal, ITCS 2013). This result allows us to extend any upper bound by a well behaved measure on monotone block sensitivity to monotone fractional block sensitivity. 2) The question of the best possible upper bound on monotone block sensitivity by the logarithm of sparsity is equivalent to the natural question of best upper bound by degree on sensitivity. One side of this relationship was used in the proof by Knop, Lovett, McGuire and Yuan (STOC 2021). 3) For two natural classes of functions, symmetric and monotone, hitting set complexity (MCC) is equal to monotone sensitivity.
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