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Special Issue on Multidisciplinary Sciences and Advanced Technology 2026
Guest Editors: Prof. Paul Andrew
Deadline: December 31, 2026

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Deadline: July 31, 2027

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Keyword: Machine learning decoder
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Open AccessArticle
15 Pages, 6,313 KB Download PDF
Machine-Learning based Decoding of Surface Code Syndromes in Quantum Error Correction

by Debasmita Bhoumik, Pinaki Sen, Ritajit Majumdar, Susmita Sur-Kolay, Latesh Kumar KJ and Sundaraja Sitharama Iyengar
Journal of Engineering Research and Sciences, Volume 1, Issue 6, Page # 21-35, 2022; DOI: 10.55708/js0106004
Abstract: Errors in surface code have typically been decoded by Minimum Weight Perfect Matching (MWPM) bas -based Machine Learning (ML) techniques have been employed for this purpose, although how an ML decoder will behave in a more realistic asymmetric noise model has not been studied. In this article we (i) establish a methodology to formulate the… Read More

(This article belongs to the Special Issue on Special Issue on Multidisciplinary Sciences and Advanced Technology 2022 and the Section Applied Mathematics (APM))

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