[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-121134-en":3,"doc-seo-121134-105":30,"detail-sidebar-cat-0-en-105":91},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":4,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":14,"update_tm":28,"read_time":29},121134,1099514068035,"Ezra","https://ap-avatar.wpscdn.com/davatar_276721f389ce27ea32af1340a28f341c",8,"Research & Report","A Review on Quantum Machine Learning and Quantum Cryptography","Extensive review of quantum computing, organized to help readers grasp core concepts and interpret technical terms used throughout the survey. Connects quantum machine learning with broader cybersecurity considerations, then assesses the state of the art by examining recent research contributions and outcomes reported in the literature. Includes a bibliographic analysis, identification of relevant research centers, discussion of current advances, and synthesis of notable findings and conclusions derived from the collected sources.","A Review on Quantum Machine Learning and Quantum Cryptography  \nUna revisión sobre el aprendizaje automático cuántico y la criptografía cuántica Uma revisão sobre aprendizado de máquina quântica e criptografia quântica  \nMauricio Solar 1,(*), Felipe Cisternas Alvarez 2, Jean-Pierre Villacura 3, Liuba Dombrovskaia 4  \nRecibido: 10/10/2024 Aceptado: 10/10/2024  \nSummary. -This article corresponds to an extensive review of Quantum Computers. We chose to consider topics relevant to quantum computing, such as machine learning, and the deepening of other issues related to cybersecurity. We introduce the reader to the basic concepts of quantum computing so that they can easily understand the terms mentioned in this review. We analyze different state of the art articles, and we give a summary of the contributions made. Finally, we conclude with the analysis of the bibliography, the research centers, the current state of the art, surprising results and conclusions.  \nKeywords: Quantum Machine Learning; Quantum Key Distribution (QKD); Quantum Cryptography.  \n(*) Autor de correspondencia.  \n1  \n2  \nAcadémico, Universidad Técnica Federico Santa María, [mauricio.solar@usm.cl](mauricio.solar@usm.cl), ORCID iD: [https://orcid.org/0000-0002-4433-4622](https://orcid.org/0000-0002-4433-4622)[ ](https://orcid.org/0000-0002-4433-4622)Estudiante postgrado, Universidad Técnica Federico Santa María, [felipe.cisternasal@sansano.usm.cl](felipe.cisternasal@sansano.usm.cl),  \nORCID iD: [https://orcid.org/0009-0000-7029-8736](https://orcid.org/0009-0000-7029-8736)  \n3 Estudiante postgrado, Universidad Técnica Federico Santa María, [jean-pierre.rojas@sansano.usm.cl](jean-pierre.rojas@sansano.usm.cl), ORCID iD: [https://orcid.org/0009-0002-8611-1408](https://orcid.org/0009-0002-8611-1408)  \n4 Académica, Universidad Técnica Federico Santa María, [liuba@inf.utfsm.cl](liuba@inf.utfsm.cl), ORCID iD: [https://orcid.org/00000001-6572-9765](https://orcid.org/00000001-6572-9765)  \nResumen. -Este artículo corresponde a una revisión extensa (no exhaustiva) de Computación Cuántica. Se eligió considerar temas relevantes para la computación cuántica, como el aprendizaje automático, y la profundización deotros temas relacionados con la ciberseguridad. Se presenta los conceptos básicos de la computación cuántica para comprender los términos mencionados en esta revisión. Se analiza diferentes artículos sobre el estado del arte y seentrega un resumen de los aportes realizados. Finalmente, se presentan las conclusiones sobre el análisis de labibliografía, los centros de investigación, el estado actual del arte y resultados.  \nKeywords: Aprendizaje Automático Cuántico; Distribución de Claves Cuánticas (QKD); Criptografía Cuántica.  \nResumo. -Este artigo corresponde a uma revisão extensa (não exaustiva) da Computação Quântica. Optou-se por considerar temas relevantes para a computação quântica, como aprendizado de máquina, e aprofundar outros temas relacionados à segurança cibernética. Os conceitos básicos da computação quântica são apresentados para compreender os termos mencionados nesta revisão. São analisados diferentes artigos sobre o estado da arte efornecido um resumo das contribuições realizadas. Por fim, são apresentadas as conclusões sobre a análise dabibliografia, os centros de investigação, o estado atual da arte e os resultados.  \nPalavras-chave: Aprendizado de Máquina Quântica; Distribuição Quântica de Chaves (QKD); Criptografia Quântica.  \n1. Introduction. -With certainty it can be stated that today’s computers are much faster than the computers of 70 years ago. The computers of that time were large, heavy, with a very limited capacity and processing speed compared to what is the standard now a day. We could consider quantum computers to be in this same state, as an emerging technology that is still expensive, bulky and with a lot of research potential (15) .  \nThe theory of quantum computing points out that its processing speed can be much faster than even the","cbCaimUtNVXvJOsE","https://ap.wps.com/l/cbCaimUtNVXvJOsE","pdf",581256,1,20,"English","en",105,"# Summary\n## Brief overview of Quantum Computing\n## Quantum Machine Learning and Quantum Cryptography\n## State of the Art and bibliographic discussion\n## Conclusions","[{\"question\":\"What topics does the review cover within quantum computing?\",\"answer\":\"The review covers quantum computers and technologies, quantum data and gates, noise, quantum error correction, quantum cybersecurity, and quantum machine learning.\"},{\"question\":\"How does the review introduce quantum computing concepts for readers?\",\"answer\":\"It begins with a brief overview of quantum computing, explaining key fundamentals such as qubits, superposition, and entanglement before moving into later sections.\"},{\"question\":\"What does the review do in the “State of the Art” portion?\",\"answer\":\"It presents methodology, describes new works and research, provides a comparative analysis of recent advances, and includes bibliographic discussion with a timeline of developments and surprising results.\"}]","A Review on Quantum Machine Learning and Quantum Cryptography | 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topics does the review cover within quantum computing?","Question",{"text":75,"@type":76},"The review covers quantum computers and technologies, quantum data and gates, noise, quantum error correction, quantum cybersecurity, and quantum machine learning.","Answer",{"name":78,"@type":73,"acceptedAnswer":79},"How does the review introduce quantum computing concepts for readers?",{"text":80,"@type":76},"It begins with a brief overview of quantum computing, explaining key fundamentals such as qubits, superposition, and entanglement before moving into later sections.",{"name":82,"@type":73,"acceptedAnswer":83},"What does the review do in the “State of the Art” portion?",{"text":84,"@type":76},"It presents methodology, describes new works and research, provides a comparative analysis of recent advances, and includes bibliographic discussion with a timeline of developments and surprising 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