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Paper Abstract and Keywords
Presentation 2020-05-09 09:30
On Power and limitation of adversarial example attacks
Kouichi Sakurai (Kyushu Univ.) COMP2020-5
Abstract (in Japanese) (See Japanese page) 
(in English) A risk of adversarial example attacks which cause deep learning to make wrong decisions is getting serious even from a cybersecurity perspective. Research papers on various attacks and defenses have already been published. Some studies have claimed that the adversarial attack are a kind of an intrinsic property of deep learning itself. A famous crypto analysist Adi Shamir introduced combinatorial geometry theory to elucidate the adversarial example attacks and experimentally succeeded to confirm the validity of his attack search algorithm. In this article, in addition to an introduction of Shamir's research, we report recent research progress on the power and limitations of adversarial example attacks.
Keyword (in Japanese) (See Japanese page) 
(in English) Deep learning / dversarial examples / activate function / combinatoric geometry / cyber science / / /  
Reference Info. IEICE Tech. Rep., vol. 120, no. 13, COMP2020-5, pp. 33-36, May 2020.
Paper # COMP2020-5 
Date of Issue 2020-05-02 (COMP) 
ISSN Print edition: ISSN 0913-5685  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)
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Conference Information
Committee COMP IPSJ-AL  
Conference Date 2020-05-09 - 2020-05-09 
Place (in Japanese) (See Japanese page) 
Place (in English) Online 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To COMP 
Conference Code 2020-05-COMP 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) On Power and limitation of adversarial example attacks 
Sub Title (in English)  
Keyword(1) Deep learning  
Keyword(2) dversarial examples  
Keyword(3) activate function  
Keyword(4) combinatoric geometry  
Keyword(5) cyber science  
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1st Author's Name Kouichi Sakurai  
1st Author's Affiliation Kyushu University (Kyushu Univ.)
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Speaker
Date Time 2020-05-09 09:30:00 
Presentation Time 25 
Registration for COMP 
Paper # COMP2020-5 
Volume (vol) 120 
Number (no) no.13 
Page pp.33-36 
#Pages
Date of Issue 2020-05-02 (COMP) 


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