Paper Abstract and Keywords |
Presentation |
2022-12-03 14:45
Acquisition process of value evaluation criteria of a reinforcement learning agent with embodiment and intrinsic motivation in drawing Yoshia Abe, Shogo Yonekura, Yoshiyuki Ohmura, Yasuo Kuniyoshi (UTokyo) MBE2022-38 NC2022-60 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
A part of a human's aesthetic sense can be acquired through experience. However, little is known about the mechanism of it. Our research investigates how learning to draw fosters the acquisition of an aesthetic sense in a constructive approach using a reinforcement learning model. We created a reinforcement learning agent which can produce drawings driven by intrinsic motivation under the constraint of embodiment. In the process of value evaluation, the value function receives observations from the environment and predicts its value. We assume that this process is equivalent to the process of aesthetic evaluation for the agent. In this paper, we present the result of the investigation on how the value function response changes through the learning experience of drawing and how it relates to the condition of embodiment and intrinsic motivation. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
reinforcement learning / drawing / aesthetic evaluation / embodiment / intrinsic motivation / value function response / / |
Reference Info. |
IEICE Tech. Rep., vol. 122, no. 292, NC2022-60, pp. 74-79, Dec. 2022. |
Paper # |
NC2022-60 |
Date of Issue |
2022-11-26 (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) |
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MBE2022-38 NC2022-60 |
Conference Information |
Committee |
MBE NC |
Conference Date |
2022-12-03 - 2022-12-03 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Osaka Electro-Communication University |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
NC, ME, etc. |
Paper Information |
Registration To |
NC |
Conference Code |
2022-12-MBE-NC |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Acquisition process of value evaluation criteria of a reinforcement learning agent with embodiment and intrinsic motivation in drawing |
Sub Title (in English) |
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Keyword(1) |
reinforcement learning |
Keyword(2) |
drawing |
Keyword(3) |
aesthetic evaluation |
Keyword(4) |
embodiment |
Keyword(5) |
intrinsic motivation |
Keyword(6) |
value function response |
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1st Author's Name |
Yoshia Abe |
1st Author's Affiliation |
the university of Tokyo (UTokyo) |
2nd Author's Name |
Shogo Yonekura |
2nd Author's Affiliation |
the university of Tokyo (UTokyo) |
3rd Author's Name |
Yoshiyuki Ohmura |
3rd Author's Affiliation |
the university of Tokyo (UTokyo) |
4th Author's Name |
Yasuo Kuniyoshi |
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the university of Tokyo (UTokyo) |
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Speaker |
Author-1 |
Date Time |
2022-12-03 14:45:00 |
Presentation Time |
25 minutes |
Registration for |
NC |
Paper # |
MBE2022-38, NC2022-60 |
Volume (vol) |
vol.122 |
Number (no) |
no.291(MBE), no.292(NC) |
Page |
pp.74-79 |
#Pages |
6 |
Date of Issue |
2022-11-26 (MBE, NC) |
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