Basis collapse for holographic algorithms over all domain sizes

Sitan Chen
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引用次数: 7

Abstract

The theory of holographic algorithms introduced by Valiant represents a novel approach to achieving polynomial-time algorithms for seemingly intractable counting problems via a reduction to counting planar perfect matchings and a linear change of basis. Two fundamental parameters in holographic algorithms are the domain size and the basis size. Roughly, the domain size is the range of colors involved in the counting problem at hand (e.g. counting graph k-colorings is a problem over domain size k), while the basis size captures the dimensionality of the representation of those colors. A major open problem has been: for a given k, what is the smallest ℓ for which any holographic algorithm for a problem over domain size k "collapses to" (can be simulated by) a holographic algorithm with basis size ℓ? Cai and Lu showed in 2008 that over domain size 2, basis size 1 suffices, opening the door to an extensive line of work on the structural theory of holographic algorithms over the Boolean domain. Cai and Fu later showed for signatures of full rank that over domain sizes 3 and 4, basis sizes 1 and 2, respectively, suffice, and they conjectured that over domain size k there is a collapse to basis size ⌊log2 k⌋. In this work, we resolve this conjecture in the affirmative for signatures of full rank for all k.
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在所有领域尺寸全息算法的基崩溃
Valiant介绍的全息算法理论代表了一种新的方法,通过减少对平面完美匹配的计数和基的线性变化来实现看似棘手的计数问题的多项式时间算法。全息算法的两个基本参数是域尺寸和基尺寸。粗略地说,域大小是涉及到手头的计数问题的颜色范围(例如,计数图k-着色是一个超过域大小k的问题),而基大小捕获这些颜色表示的维度。一个主要的开放问题是:对于给定的k,对于一个域大小为k的问题,任何全息算法“坍缩”为(可以用)基大小为r的全息算法来模拟的最小的r是多少?Cai和Lu在2008年表明,在域大小为2的情况下,基大小为1就足够了,这为布尔域上全息算法的结构理论的广泛研究打开了大门。Cai和Fu后来证明,对于满秩的签名,在大小为3和4的域上,基大小分别为1和2就足够了,并且他们推测,在大小为k的域上,存在一个坍缩到大小为⌊log2 k⌋的基。在这项工作中,我们肯定地解决了所有k的满秩签名的这个猜想。
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