Paper Abstract and Keywords |
Presentation |
2024-03-27 14:00
Evaluation of recurrent neural network training using multi-phase quantization optimizer Hiiro Yamazaki, Itsuki Akeno, Koki Nobori, Tetsuya Asai, Kota Ando (Hokkaido Univ.) CCS2023-44 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this research, we apply "Holmes", an optimizer dedicated to edge training of neural networks, to recurrent neural networks (RNNs). We evaluate Holmes for RNN training in two typical workloads, function regression and natural language processing, by comparing the accuracy to other optimizers. The use of Holmes enhances the potential of RNNs in edge computing. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
recurrent neural network / edge AI / optimizer / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 123, no. 452, CCS2023-44, pp. 30-35, March 2024. |
Paper # |
CCS2023-44 |
Date of Issue |
2024-03-20 (CCS) |
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) |
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CCS2023-44 |
Conference Information |
Committee |
CCS |
Conference Date |
2024-03-27 - 2024-03-27 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
RUSUTSU RESORT |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
CCS, etc. |
Paper Information |
Registration To |
CCS |
Conference Code |
2024-03-CCS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Evaluation of recurrent neural network training using multi-phase quantization optimizer |
Sub Title (in English) |
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recurrent neural network |
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edge AI |
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optimizer |
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1st Author's Name |
Hiiro Yamazaki |
1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
2nd Author's Name |
Itsuki Akeno |
2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
3rd Author's Name |
Koki Nobori |
3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
4th Author's Name |
Tetsuya Asai |
4th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
5th Author's Name |
Kota Ando |
5th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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Speaker |
Author-1 |
Date Time |
2024-03-27 14:00:00 |
Presentation Time |
25 minutes |
Registration for |
CCS |
Paper # |
CCS2023-44 |
Volume (vol) |
vol.123 |
Number (no) |
no.452 |
Page |
pp.30-35 |
#Pages |
6 |
Date of Issue |
2024-03-20 (CCS) |
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