Multi Digit Ising Mapping for Low Precision Ising Solvers

Fuente: arXiv
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Autori principali: Singh, Abhishek Kumar, Jamieson, Kyle
Natura: Preprint
Pubblicazione: 2024
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author Singh, Abhishek Kumar
Jamieson, Kyle
author_facet Singh, Abhishek Kumar
Jamieson, Kyle
contents The last couple of years have seen an ever-increasing interest in using different Ising solvers, like Quantum annealers, Coherent Ising machines, and Oscillator-based Ising machines, for solving tough computational problems in various domains. Although the simulations predict massive performance improvements for several tough computational problems, the real implementations of the Ising solvers tend to have limited precision, which can cause significant performance deterioration. This paper presents a novel methodology for mapping the problem on the Ising solvers to artificially increase the effective precision. We further evaluate our method for the Multiple-Input-Multiple-Output signal detection problem.
format Preprint
id arxiv_https___arxiv_org_abs_2404_05631
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Multi Digit Ising Mapping for Low Precision Ising Solvers
Singh, Abhishek Kumar
Jamieson, Kyle
Emerging Technologies
The last couple of years have seen an ever-increasing interest in using different Ising solvers, like Quantum annealers, Coherent Ising machines, and Oscillator-based Ising machines, for solving tough computational problems in various domains. Although the simulations predict massive performance improvements for several tough computational problems, the real implementations of the Ising solvers tend to have limited precision, which can cause significant performance deterioration. This paper presents a novel methodology for mapping the problem on the Ising solvers to artificially increase the effective precision. We further evaluate our method for the Multiple-Input-Multiple-Output signal detection problem.
title Multi Digit Ising Mapping for Low Precision Ising Solvers
topic Emerging Technologies
url https://arxiv.org/abs/2404.05631