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Paper Abstract and Keywords
Presentation 2026-01-15 16:10
[Special Invited Talk] Quantum computing and machine learning
Kosuke Mitarai (UOsaka) CS2025-68
Abstract (in Japanese) (See Japanese page) 
(in English) Quantum computers have the potential to efficiently perform computations that are intractable for classical computers by exploiting principles of quantum mechanics. With recent advances in quantum computing hardware, practical quantum computation is becoming increasingly realistic. This talk begins with fundamental principles of quantum computing and explains basic concepts such as qubits, quantum gates, and quantum algorithms. Furthermore, I will provide an overview of current technical challenges in quantum computing and their solutions, as well as quantum machine learning, one of promising application areas. In particular, I will introduce specific methods such as variational quantum algorithms and quantum kernel methods, and discuss the potential quantum advantage over classical machine learning and prospects for practical applications.
Keyword (in Japanese) (See Japanese page) 
(in English) quantum computing / quantum kernels / quantum machine learning / variational quantum algorithms / / / /  
Reference Info. IEICE Tech. Rep., vol. 125, no. 315, CS2025-68, pp. 57-57, Jan. 2026.
Paper # CS2025-68 
Date of Issue 2026-01-08 (CS) 
ISSN Online edition: ISSN 2432-6380
Copyright
and
reproduction		 All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
Download PDF CS2025-68

Conference Information
Committee OCS CS  
Conference Date 2026-01-15 - 2026-01-16 
Place (in Japanese) (See Japanese page) 
Place (in English) Hakodate Chamber of Commerce and Industry 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To CS 
Conference Code 2026-01-OCS-CS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Quantum computing and machine learning 
Sub Title (in English)  
Keyword(1) quantum computing  
Keyword(2) quantum kernels  
Keyword(3) quantum machine learning  
Keyword(4) variational quantum algorithms  
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1st Author's Name Kosuke Mitarai  
1st Author's Affiliation The University of Osaka (UOsaka)
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Speaker Author-1 
Date Time 2026-01-15 16:10:00 
Presentation Time 40 minutes 
Registration for CS 
Paper # CS2025-68 
Volume (vol) vol.125 
Number (no) no.315 
Page p.57 
#Pages 1 
Date of Issue 2026-01-08 (CS) 

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