Polynomial-time solvable #CSP problems via algebraic models and Pfaffian circuits

被引:2
|
作者
Margulies, S. [1 ]
Morton, J. [2 ]
机构
[1] US Naval Acad, Dept Math, Annapolis, MD 21402 USA
[2] Penn State Univ, Dept Math, State Coll, PA USA
关键词
Dichotomy theorems; Grobner bases; Computer algebra; #CSP; Polynomial ideals; COMPLEXITY; DICHOTOMY; THEOREM;
D O I
10.1016/j.jsc.2015.06.008
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
A Pfaffian circuit is a tensor contraction network where the edges are labeled with basis changes in such a way that a very specific set of combinatorial properties is satisfied. By modeling the permissible basis changes as systems of polynomial equations, and then solving via computation, we are able to identify classes of 0/1 planar #CSP problems solvable in polynomial time via the Pfaffian circuit evaluation theorem (a variant of L Valiant's Holant Theorem). We present two different models of 0/1 variables, one that is possible under a homogeneous basis change, and one that is possible under a heterogeneous basis change only. We enumerate a collection of 1, 2, 3, and 4-arity gates/cogates that represent constraints, and define a class of constraints that is possible under the assumption of a "bridge" between two particular basis changes. We discuss the issue of planarity of Pfaffian circuits, and demonstrate possible directions in algebraic computation for designing a Pfaffian tensor contraction network fragment that can simulate a SWAP gate/cogate. We conclude by developing the notion of a decomposable gate/cogate, and discuss the computational benefits of this definition. Published by Elsevier Ltd.
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页码:152 / 180
页数:29
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