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
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 2024-06-21 14:20
Proposal of Node Fusion in MLP-Mixer
Shogo Taneda, Yukari Yamauchi (NU) NC2024-21 IBISML2024-21
Abstract (in Japanese) (See Japanese page) 
(in English) Deep learning architectures are composed of layers that relate to given spatial positions and different spatial positions. Ilya et al. proposed MLP-Mixer, which applies MLPs to two types of information: positional and spatial, without using convolutional processing. Taneda et al. proposed Node Fusion, which adds and merges less important nodes with near-zero connection strengths due to regularization in the hidden layers of MLPs. In this study, we introduce L1 regularization to the two types of MLPs within the Mixer Layer of the MLP-Mixer and merge the less important nodes with other nodes using Node Fusion. By incorporating Node Fusion, we aim to reduce the computational load while maintaining accuracy.
Keyword (in Japanese) (See Japanese page) 
(in English) MLP-Mixer / L1 Regularization / Node Fusion / / / / /  
Reference Info. IEICE Tech. Rep., vol. 124, no. 85, NC2024-21, pp. 136-139, June 2024.
Paper # NC2024-21 
Date of Issue 2024-06-13 (NC, 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 NC2024-21 IBISML2024-21

Conference Information
Committee IBISML NC IPSJ-BIO IPSJ-MPS  
Conference Date 2024-06-20 - 2024-06-22 
Place (in Japanese) (See Japanese page) 
Place (in English) OIST 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To NC 
Conference Code 2024-06-IBISML-NC-BIO-MPS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Proposal of Node Fusion in MLP-Mixer 
Sub Title (in English)  
Keyword(1) MLP-Mixer  
Keyword(2) L1 Regularization  
Keyword(3) Node Fusion  
Keyword(4)  
Keyword(5)  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Shogo Taneda  
1st Author's Affiliation Nihon University (NU)
2nd Author's Name Yukari Yamauchi  
2nd Author's Affiliation Nihon University (NU)
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 ()
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 2024-06-21 14:20:00 
Presentation Time 25 minutes 
Registration for NC 
Paper # NC2024-21, IBISML2024-21 
Volume (vol) vol.124 
Number (no) no.85(NC), no.86(IBISML) 
Page pp.136-139 
#Pages 4 
Date of Issue 2024-06-13 (NC, IBISML) 

[Return to Top Page]

[Return to IEICE Web Page]
The Institute of Electronics, Information and Communication Engineers (IEICE), Japan