H. Pfister, C. Piveteau, J. Renes, Narayanan Rengaswamy
{"title":"Belief Propagation for Classical and Quantum Systems: Overview and Recent Results","authors":"H. Pfister, C. Piveteau, J. Renes, Narayanan Rengaswamy","doi":"10.1109/MBITS.2023.3285848","DOIUrl":null,"url":null,"abstract":"This article reviews belief propagation (BP) for classical inference problems and describes its extension to quantum systems, which is known as BP with quantum messages (BPQM). Since BP plays a key role in many low-complexity decoders for error-correcting codes, BPQM enables the practical extension of these decoders to classical quantum channels, such as the pure state channel.","PeriodicalId":448036,"journal":{"name":"IEEE BITS the Information Theory Magazine","volume":"PP 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE BITS the Information Theory Magazine","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/MBITS.2023.3285848","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
This article reviews belief propagation (BP) for classical inference problems and describes its extension to quantum systems, which is known as BP with quantum messages (BPQM). Since BP plays a key role in many low-complexity decoders for error-correcting codes, BPQM enables the practical extension of these decoders to classical quantum channels, such as the pure state channel.