恒深度排序网络

Natalia Dobrokhotova-Maikova, A. Kozachinskiy, V. Podolskii
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引用次数: 3

摘要

在本文中,我们解决排序网络是由比较性$k>2$构建的。也就是说,在我们的设置中,比较器的数量——或者换句话说,可以按单位成本排序的输入的数量——是一个参数。我们研究了它与另外两个参数的关系——$n$,输入数量,$d$,深度。这种模式受到了相当大的关注。部分原因是,它的动机是为了更好地理解排序网络的结构。特别是,大密度排序网络与普通排序网络的递归结构有关。此外,该模型的研究与最近从较低扇入的大多数门构建大多数功能电路的工作有自然的对应关系。在这些问题的激励下,我们得到了等深度排序网络的第一个下界。更准确地说,我们考虑深度为$d$至4的排序网络,并确定存在这种网络的最小值$k$,其比较器为$k$。对于深度$d=1,2$我们观察到$k=n$。对于$d=3$,我们显示$k = \lceil \frac n2 \rceil$。对于$d=4$,最小值变为次线性:$k = \Theta(n^{2/3})$。这与大多数电路的情况形成对比,其中$k = O(n^{2/3})$已经可以实现深度$d=3$。
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Constant-Depth Sorting Networks
In this paper, we address sorting networks that are constructed from comparators of arity $k>2$. That is, in our setting the arity of the comparators -- or, in other words, the number of inputs that can be sorted at the unit cost -- is a parameter. We study its relationship with two other parameters -- $n$, the number of inputs, and $d$, the depth. This model received considerable attention. Partly, its motivation is to better understand the structure of sorting networks. In particular, sorting networks with large arity are related to recursive constructions of ordinary sorting networks. Additionally, studies of this model have natural correspondence with a recent line of work on constructing circuits for majority functions from majority gates of lower fan-in. Motivated by these questions, we obtain the first lower bounds on the arity of constant-depth sorting networks. More precisely, we consider sorting networks of depth $d$ up to 4, and determine the minimal $k$ for which there is such a network with comparators of arity $k$. For depths $d=1,2$ we observe that $k=n$. For $d=3$ we show that $k = \lceil \frac n2 \rceil$. For $d=4$ the minimal arity becomes sublinear: $k = \Theta(n^{2/3})$. This contrasts with the case of majority circuits, in which $k = O(n^{2/3})$ is achievable already for depth $d=3$.
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