IEICE Technical Committee Submission System
Conference Paper's Information
Online Proceedings
[Sign in]
Tech. Rep. Archives
 Go Top Page Go Previous   [Japanese] / [English] 

Paper Abstract and Keywords
Presentation 2023-03-13 14:20
Dynamic Analysis of Adversarial Attacks
Kentaro Goto (JPNIC), Masato Uchida (Waseda Univ.) ICSS2022-52
Abstract (in Japanese) (See Japanese page) 
(in English) In this study, we propose a method for identifying the characteristics of attack methods by operating them as “samples” as the first step in defending against adversarial attacks, which are recognized as a serious vul- nerability in machine learning. We call this “dynamic analysis” in this study. By observing the success or failure of individual attacks at the sample level, we can determine that the micro behaviours observed by this “dynamic analysis” are practically equivalent to each other, even if the design and the intention of the creator of the algorithms are different. The findings of this study are as follows: (1) the superiority or similarity of attack methods is not fixed, but varies depending on the combination of defense methods; (2) recently proposed attack methods are not necessarily stronger, some attack methods proposed in the early stages are still strong; (3) the superiority of attack methods depends on how successful they can attack samples that are close to the decision boundary.
Keyword (in Japanese) (See Japanese page) 
(in English) Adversarial Example / Dynamic Analysis / / / / / /  
Reference Info. IEICE Tech. Rep., vol. 122, no. 422, ICSS2022-52, pp. 25-30, March 2023.
Paper # ICSS2022-52 
Date of Issue 2023-03-06 (ICSS) 
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 ICSS2022-52

Conference Information
Committee ICSS IPSJ-SPT  
Conference Date 2023-03-13 - 2023-03-14 
Place (in Japanese) (See Japanese page) 
Place (in English) Okinawaken Seinenkaikan 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Security, Trust, etc. 
Paper Information
Registration To ICSS 
Conference Code 2023-03-ICSS-SPT 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Dynamic Analysis of Adversarial Attacks 
Sub Title (in English)  
Keyword(1) Adversarial Example  
Keyword(2) Dynamic Analysis  
Keyword(3)  
Keyword(4)  
Keyword(5)  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Kentaro Goto  
1st Author's Affiliation Japan Network Information Center (JPNIC)
2nd Author's Name Masato Uchida  
2nd Author's Affiliation Waseda University (Waseda Univ.)
3rd Author's Name  
3rd Author's Affiliation ()
4th Author's Name  
4th Author's Affiliation ()
5th Author's Name  
5th Author's Affiliation ()
6th Author's Name  
6th Author's Affiliation ()
7th Author's Name  
7th Author's Affiliation ()
8th Author's Name  
8th Author's Affiliation ()
9th Author's Name  
9th Author's Affiliation ()
10th Author's Name  
10th Author's Affiliation ()
11th Author's Name  
11th Author's Affiliation ()
12th Author's Name  
12th Author's Affiliation ()
13th Author's Name  
13th Author's Affiliation ()
14th Author's Name  
14th Author's Affiliation ()
15th Author's Name  
15th Author's Affiliation ()
16th Author's Name  
16th Author's Affiliation ()
17th Author's Name  
17th Author's Affiliation ()
18th Author's Name  
18th Author's Affiliation ()
19th Author's Name  
19th Author's Affiliation ()
20th Author's Name  
20th Author's Affiliation ()
Speaker Author-1 
Date Time 2023-03-13 14:20:00 
Presentation Time 20 minutes 
Registration for ICSS 
Paper # ICSS2022-52 
Volume (vol) vol.122 
Number (no) no.422 
Page pp.25-30 
#Pages
Date of Issue 2023-03-06 (ICSS) 


[Return to Top Page]

[Return to IEICE Web Page]


The Institute of Electronics, Information and Communication Engineers (IEICE), Japan