Information: Join today and make your research activities more affordable! Technical workshop participation fees and annual registration fees are available at member rates.
Notice: [Important] Announcement of Changes to Registration Fee Payment and Manuscript Upload Procedures for IEICE Technical Meetings[Type 1 Only]
Emergency Maintenance from Oct. 22, 2026: The system function will be limited. We apologize for the inconvenience.
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 2024-03-04 10:40
Poisoning Attack on Fairness of Fair Classification Algorithm through Threshold Control
Dai Shengtian, Akimoto Youhei (Univ. of Tsukuba/RIKEN), Jun Sakuma (Tokyo Tech./RIKEN), Fukuchi Kazuto (Univ. of Tsukuba/RIKEN) IBISML2023-47
Abstract (in Japanese) (See Japanese page) 
(in English) The ethical issues of artificial intelligence have become more severe as machine learning is widely used in several fields. Recent developments in machine learning enable machine learning algorithms to mitigate the ethical issue of fairness, a problem of discriminating output against sensitive attributes, including gender and race. However, a poisoning attack, originally designed to harm the accuracy of models, can also introduce unfair bias into models. Our research investigated the attack of worsening fairness of the fair learning models, finding how the fair learning models behave under the fairness attack. Specifically, we construct an attack strategy, TAF, targeting the fairness of the fair learning model by controlling the thresholds involved in the model and elucidate its behavior. The experimental results demonstrate that TAF does more harm to the fairness of the fair learning model than the attack methods proposed in existing studies
Keyword (in Japanese) (See Japanese page) 
(in English) fair learning / poisoning attack / / / / / /  
Reference Info. IEICE Tech. Rep., vol. 123, no. 410, IBISML2023-47, pp. 49-56, March 2024.
Paper # IBISML2023-47 
Date of Issue 2024-02-25 (IBISML) 
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 IBISML2023-47

Conference Information
Committee PRMU IBISML IPSJ-CVIM  
Conference Date 2024-03-03 - 2024-03-04 
Place (in Japanese) (See Japanese page) 
Place (in English) Hiroshima Univ. Higashi-Hiroshima campus 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To IBISML 
Conference Code 2024-03-PRMU-IBISML-CVIM 
Language English 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Poisoning Attack on Fairness of Fair Classification Algorithm through Threshold Control 
Sub Title (in English)  
Keyword(1) fair learning  
Keyword(2) poisoning attack  
Keyword(3)  
Keyword(4)  
Keyword(5)  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Dai Shengtian  
1st Author's Affiliation University of Tsukuba/RIKEN (Univ. of Tsukuba/RIKEN)
2nd Author's Name Akimoto Youhei  
2nd Author's Affiliation University of Tsukuba/RIKEN (Univ. of Tsukuba/RIKEN)
3rd Author's Name Jun Sakuma  
3rd Author's Affiliation Tokyo Institute of Technology/RIKEN (Tokyo Tech./RIKEN)
4th Author's Name Fukuchi Kazuto  
4th Author's Affiliation University of Tsukuba/RIKEN (Univ. of Tsukuba/RIKEN)
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 ()
21st Author's Name  
21st Author's Affiliation ()
22nd Author's Name  
22nd Author's Affiliation ()
23rd Author's Name  
23rd Author's Affiliation ()
24th Author's Name  
24th Author's Affiliation ()
25th Author's Name  
25th Author's Affiliation ()
26th Author's Name / /
26th Author's Affiliation ()
()
27th Author's Name / /
27th Author's Affiliation ()
()
28th Author's Name / /
28th Author's Affiliation ()
()
29th Author's Name / /
29th Author's Affiliation ()
()
30th Author's Name / /
30th Author's Affiliation ()
()
31st Author's Name / /
31st Author's Affiliation ()
()
32nd Author's Name / /
32nd Author's Affiliation ()
()
33rd Author's Name / /
33rd Author's Affiliation ()
()
34th Author's Name / /
34th Author's Affiliation ()
()
35th Author's Name / /
35th Author's Affiliation ()
()
36th Author's Name / /
36th Author's Affiliation ()
()
Speaker Author-1 
Date Time 2024-03-04 10:40:00 
Presentation Time 15 minutes 
Registration for IBISML 
Paper # IBISML2023-47 
Volume (vol) vol.123 
Number (no) no.410 
Page pp.49-56 
#Pages 8 
Date of Issue 2024-02-25 (IBISML) 

[Return to Top Page]

[Return to IEICE Web Page]

(Line Height for English Pages: 1)
The Institute of Electronics, Information and Communication Engineers (IEICE), Japan