Patch-planting spin-glass solution for benchmarking

被引:10
|
作者
Wang, Wenlong [1 ]
Mandra, Salvatore [2 ,3 ]
Katzgraber, Helmut G. [1 ,4 ,5 ]
机构
[1] Texas A&M Univ, Dept Phys & Astron, College Stn, TX 77843 USA
[2] NASA, Ames Res Ctr, Quantum Artificial Intelligence Lab QuAIL, Mail Stop 269-1, Moffett Field, CA 94035 USA
[3] Stinger Ghaffarian Technol Inc, 7701 Greenbelt Rd,Suite 400, Greenbelt, MD 20770 USA
[4] 1QB Informat Technol 1QBit, Vancouver, BC V6B 4W4, Canada
[5] Santa Fe Inst, 1399 Hyde Pk Rd, Santa Fe, NM 87501 USA
基金
美国国家科学基金会;
关键词
MONTE-CARLO; QUANTUM; ALGORITHM; STATES;
D O I
10.1103/PhysRevE.96.023312
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
We introduce an algorithm to generate (not solve) spin-glass instances with planted solutions of arbitrary size and structure. First, a set of small problem patches with open boundaries is solved either exactly or with a heuristic, and then the individual patches are stitched together to create a large problem with a known planted solution. Because in these problems frustration is typically smaller than in random problems, we first assess the typical computational complexity of the individual patches using population annealing Monte Carlo, and introduce an approach that allows one to fine-tune the typical computational complexity of the patch-planted system. The scaling of the typical computational complexity of these planted instances with various numbers of patches and patch sizes is investigated and compared to random instances.
引用
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页数:8
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