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Paper Abstract and Keywords
Presentation 2024-03-15 14:45
Exploring Uniform Convergence in Neural Networks and its Implication on Generalization Error
Zong Xianzhe, Hiroshi Tamura (CHUO Univ.) CAS2023-135 CS2023-128
Abstract (in Japanese) (See Japanese page) 
(in English) Uniform Convergence, a well-established framework for evaluating generalization in traditional Machine Learning, frequently exhibits a gap between its theoretical predictions and the actual outcomes observed in Deep Learning model assessments. In this study, we conducted an experiment and analyzed the generalization errors of models. The observed discrepancies appear to stem from the inherent limitations in the definition of Uniform Convergence’s upper bounds, coupled with the complex nature of Deep Neural Networks. This paper seeks to explore this issue in depth, providing fresh perspectives on model evaluation within the realm of Deep Learning.
Keyword (in Japanese) (See Japanese page) 
(in English) Neural Networks / Deep Learning / Uniform Convergence / / / / /  
Reference Info. IEICE Tech. Rep., vol. 123, no. 438, CAS2023-135, pp. 134-139, March 2024.
Paper # CAS2023-135 
Date of Issue 2024-03-07 (CAS, CS) 
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 CAS2023-135 CS2023-128

Conference Information
Committee CAS CS  
Conference Date 2024-03-14 - 2024-03-15 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
Topics (in English) Network processor, Signal processing and circuits for communications, Wireless LAN / PAN, etc. 
Paper Information
Registration To CAS 
Conference Code 2024-03-CAS-CS 
Language English (Japanese title is available) 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Exploring Uniform Convergence in Neural Networks and its Implication on Generalization Error 
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Keyword(1) Neural Networks  
Keyword(2) Deep Learning  
Keyword(3) Uniform Convergence  
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1st Author's Name Zong Xianzhe  
1st Author's Affiliation CHUO University (CHUO Univ.)
2nd Author's Name Hiroshi Tamura  
2nd Author's Affiliation CHUO University (CHUO Univ.)
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Speaker Author-1 
Date Time 2024-03-15 14:45:00 
Presentation Time 25 minutes 
Registration for CAS 
Paper # CAS2023-135, CS2023-128 
Volume (vol) vol.123 
Number (no) no.438(CAS), no.439(CS) 
Page pp.134-139 
#Pages 6 
Date of Issue 2024-03-07 (CAS, CS) 

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