| Paper Abstract and Keywords |
| Presentation |
2026-01-30 10:20
Speech recognition with a single pyramidal cell model Satoshi Fukami, Katsumi Tateno (Kyutech) NLP2025-117 MBE2025-57 NC2025-79 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
How rich information is encoded and utilized for brain computation within a single neuron dynamically? We propose a novel method for constructing a decoder using the framework of physical reservoir computing. In this study, we performed a speech recognition task using a multi-compartmental model of a hippocampal CA1 pyramidal cell as a reservoir layer.
The audio waveform was encoded in the activity of synapses randomly distributed along the dendrite. Results showed that intracellular calcium dynamics driven by synaptic activity can be harnessed for label prediction. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Neural decoding / Physical reservoir computing / Multi-compartment model / Spoken digit recognition / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 125, no. 344, NLP2025-117, pp. 151-156, Jan. 2026. |
| Paper # |
NLP2025-117 |
| Date of Issue |
2026-01-21 (NLP, MBE, NC) |
| 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 |
NLP2025-117 MBE2025-57 NC2025-79 |
| Conference Information |
| Committee |
NC MBE NLP IEE-MBE |
| Conference Date |
2026-01-28 - 2026-01-30 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kyushu Institute of Technology, Wakamatsu Campus |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
NC, NLP, ME, etc. |
| Paper Information |
| Registration To |
NLP |
| Conference Code |
2026-01-NC-MBE-NLP-MBE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Speech recognition with a single pyramidal cell model |
| Sub Title (in English) |
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| Keyword(1) |
Neural decoding |
| Keyword(2) |
Physical reservoir computing |
| Keyword(3) |
Multi-compartment model |
| Keyword(4) |
Spoken digit recognition |
| Keyword(5) |
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| 1st Author's Name |
Satoshi Fukami |
| 1st Author's Affiliation |
Kyushu Institute of Technology (Kyutech) |
| 2nd Author's Name |
Katsumi Tateno |
| 2nd Author's Affiliation |
Kyushu Institute of Technology (Kyutech) |
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| Speaker |
Author-1 |
| Date Time |
2026-01-30 10:20:00 |
| Presentation Time |
25 minutes |
| Registration for |
NLP |
| Paper # |
NLP2025-117, MBE2025-57, NC2025-79 |
| Volume (vol) |
vol.125 |
| Number (no) |
no.344(NLP), no.345(MBE), no.346(NC) |
| Page |
pp.151-156 |
| #Pages |
6 |
| Date of Issue |
2026-01-21 (NLP, MBE, NC) |