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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)
Download PDF 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)  
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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Keyword(8)  
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  
4th Author's Affiliation 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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