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 |
6 |
Date of Issue |
2023-03-06 (ICSS) |
|