Updated on 2025/07/09

写真a

 
UWANO Fumito
 
Organization
Faculty of Environmental, Life, Natural Science and Technology Assistant Professor
Position
Assistant Professor
Contact information
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Student in the doctoral program of the University of Electro-Communications from April 2017 to March 2020 (and Research fellowship DC1 for young scientists in Japan Society for the Promotion of Science)

Uncommunicative Multi-Agent Reinforcement Learning on Static and Dynamic Environments
I proposed the method enables agents to learn cooperative policies without any communications, as well as extended it to dynamic environments in which some accident and others are happened to achieve agents' cooperation under the situation communication delay and it's incorrect information as the real world problems. The results to apply the proposed method to maze problems derived that it can get the maximum rewards as the fastest than Q-learning.

Assistant Professor in Okayama University from April 2020 to present

Multi-Agent Reinforcement Learning to Acquire Cooperative Policy with Different Abstraction
I propose the cooperative method to solve the hetero informatic problem by which agents with different resolutions. Concretely, the proposed method designs agents to control the inputs' abstractions as well as manage the abstractions along to their resolutions. It makes them learn cooperative policies in that problem.

Transfer Learning for Multi-Agent System to Adapt to Unknown Cooperation and Environment
I propose the method for agents to learn cooperative policy on unknown environment, as well as unknown cooperative policy. Concretely, the proposed method designs new primitive cooperative policies based on learned knowledges to conbine them and learn on the combined policies. it makes them create unknown cooperative policies and learn cooperative policies on the unknown environment.

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Degree

  • Ph. D. (Engineering) ( 2020.3   The University of Electro-Communications )

Research Interests

  • Human-Agent Interaction

  • Space Engineering

  • Evolutionary Machine Learning

  • Social Simulation

  • Healthcare Informatics

  • Evolutionary Computation

  • Multi-agent System

  • Reinforcement Learning

  • Data Engineering

  • Natural Language Processing

  • Digital Libraries

Research Areas

  • Informatics / Theory of informatics

  • Informatics / Information network

  • Informatics / Intelligent robotics

  • Informatics / Intelligent informatics

Education

  • The University of Electro-Communications   情報理工学研究科   情報学専攻

    2017.4 - 2020.3

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  • The University of Electro-Communications   情報理工学研究科   総合情報学専攻

    2015.4 - 2017.3

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  • The University of Electro-Communications   情報理工学部   総合情報学科

    2011.4 - 2015.3

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  • 私立攻玉社高等学校    

    2008.4 - 2011.3

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    Country: Japan

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Research History

  • Okayama University   Faculty of Environmental, Life, Natural Science and Technology   Assistant Professor

    2023.4

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    Country:Japan

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  • Queensland University of Technology   Faculty of Engineering   Visiting Fellow

    2022.6 - 2022.11

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    Country:Australia

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  • Okayama University   Faculty of Natural Science and Technology   Assistant Professor

    2021.4 - 2023.3

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    Country:Japan

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  • Okayama University   Graduate School of Natural Science and Technology   Assistant Professor

    2020.4 - 2021.3

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    Country:Japan

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  • The University of Electro-Communications   Part-time staff

    2020.1 - 2020.2

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Professional Memberships

  • The Database Society of Japan

    2021.1

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  • The Robotics Society of Japan

    2020.8

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  • The Japan Society for Aeronautical and Space Sciences

    2020.7

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  • Japan Association of Simulation and Gaming

    2020.7

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  • Institute of Electronics, Information and Communication Engineers (IEICE)

    2020.5

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Committee Memberships

  • Information Processing Society of Japan   Appointed Reviewer  

    2025.6   

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    Committee type:Academic society

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  • 2025 IEEE 14th Global Conference on Consumer Electronics   Program Committee (OS: Software Agent Systems for Data Science and Artificial Intelligence)  

    2025.3   

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    Committee type:Academic society

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  • Technical Committee on Intelligent Systems, System and Information Division, The Society of Instrument and Control Engineers   Secretary  

    2025.1   

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  • The Society of Instrument and Control Engineers   Steering Committee, The Intelligent System Symposium  

    2024.11   

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    Committee type:Academic society

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  • The Database Society of Japan   Track Chair (Track 4), DEIM  

    2024.10   

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    Committee type:Academic society

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Papers

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Books

  • Artificial Intelligence for Space Applications

    Keiki Takadama, Fumito Uwano, Yuka Waragai, Iko Nakari, Hiroyuki Kamata, Takayuki Ishida, Seisuke Fukuda, Shujiro Sawai, Shinichiro Sakai( Role: Joint author ,  Artificial Intelligence for Spacecraft Location Estimation based on Craters (Chapter 5))

    CRC Press: Taylor & Francis  2023.12  ( ISBN:9781003366386

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MISC

  • 観点を利用したショッピングサイトのレビュー推薦システムの提案

    He Yijie, Fumito Uwano, Manabu Ohta

    第17回データ工学と情報マネジメントに関するフォーラム(DEIM2025)   2025.3

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    Language:Japanese   Publishing type:Research paper, summary (national, other academic conference)  

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  • GPT-4oを利用したiPad向け学術論文読解支援アプリの実装

    Rikuto Sakai, Teruhito Kanazawa, Fumito Uwano, Manabu Ohta

    第17回データ工学と情報マネジメントに関するフォーラム(DEIM2025)   2025.3

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    Language:Japanese   Publishing type:Research paper, summary (national, other academic conference)  

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  • レビューから抽出した観点を用いた飲食店推薦システムの提案

    Hinata Toyoda, Fumito Uwano, Manabu Ohta

    第17回データ工学と情報マネジメントに関するフォーラム(DEIM2025)   2025.3

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    Language:Japanese   Publishing type:Research paper, summary (national, other academic conference)  

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  • 航行妨害ゾーンを用いた強化学習による複数船航路探索手法

    Tenyu Matsumoto, Manabu Ohta, Fumito Uwano

    第17回データ工学と情報マネジメントに関するフォーラム(DEIM2025)   2025.3

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    Authorship:Last author, Corresponding author   Language:Japanese   Publishing type:Research paper, summary (national, other academic conference)  

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  • 表画像を入力とした表構造解析手法の分析と改良

    Tomoaki Noda, Teruhito Kanazawa, Fumito Uwano, Manabu Ohta

    第17回データ工学と情報マネジメントに関するフォーラム(DEIM2025)   2025.3

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    Language:Japanese   Publishing type:Research paper, summary (national, other academic conference)  

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Presentations

  • 強化学習における認識と報酬のMissing Linkとは

    Fumito Uwano

    境界と関係性を視座とするシステム学調査研究会2023例会  2023.11.26 

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    Event date: 2023.11.25 - 2023.11.26

    Language:Japanese   Presentation type:Oral presentation (general)  

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  • 獲得報酬の分布に基づくエージェント間の暗黙的協調行動学習とその効果の検証

    Fumito Uwano

    SMASH22 Winter Symposium  2022.2.21 

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    Event date: 2022.2.21

    Language:Japanese   Presentation type:Oral presentation (general)  

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  • 未知の協調・環境を想定したマルチエージェント強化学習の知識転移

    Fumito Uwano

    2021.9.25 

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    Event date: 2021.9.25 - 2021.9.26

    Language:Japanese  

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  • 動的環境におけるマルチエージェント強化学習―不完全な情報から集団を動かす仕組み― Invited

    Fumito Uwano

    第6回岡山大学AI研究会  2021.3.4 

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    Event date: 2021.3.4

    Presentation type:Oral presentation (invited, special)  

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  • マルチエージェント強化学習における知識とその境界 Invited

    Fumito Uwano

    第69回自律分散システム部会研究会「若手中心とした模倣学習・強化学習」  2022.12.13 

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    Presentation type:Oral presentation (invited, special)  

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Industrial property rights

Awards

  • DEIM Excellent Paper Award

    2025.6   DEIM 2025   航行妨害ゾーンを用いた強化学習による複数船航路探索手法

    Tenyu Matsumoto, Manabu Ohta, Fumito Uwano

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  • Student Presentation Award

    2025.3   DEIM2025   表構造解析の後処理と表機能解析による棒グラフ自動生成手法の改良

    Ayumu Tagami, Teruhito Kanazawa, Fumito Uwano, Manabu Ohta

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  • Student Presentation Award

    2025.3   DEIM2025   航行妨害ゾーンを用いた強化学習による複数船航路探索手法

    Tenyu Matsumoto, Manabu Ohta, Fumito Uwano

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  • Student Presentation Award

    2025.3   DEIM2025   メルカリデータセットを利用した商品価格推定手法の改良

    Yutaro Mori, Fumito Uwano, Manabu Ohta

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  • Sponsor Award (LayerX Inc. Award)

    2025.3   DEIM2025   強化学習の言語情報獲得に向けた文章ベクトル生成手法

    Ryotaro Murakami, Manabu Ohta, Fumito Uwano

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Research Projects

  • Enhancing XCS with Dual-Stream Identification for Perceptual Aliasing in Multi-Step Decision Making

    2025.07

    Wesco Scientific Promotion Foundation  Overseas Travel Grant Program for Fiscal Year 2025 

    Fumito Uwano

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    Authorship:Principal investigator 

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  • A Study on a Service Platform to Support the Development of AI Agents in IoT Environments

    2025.04 - 2029.03

    Japan Society for the Promotion of Science  Grants-in-Aid for Scientific Research-KAKENHI- Scientific Research (B)  Scientific Research (B)

    Songhai Lin, Yohei Murakami, Shiyao Ding, Fumito Uwano

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    Authorship:Coinvestigator(s) 

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  • 最適化ベンチマーク問題自動生成のための大規模言語モデル駆動型進化的アルゴリズム

    Grant number:jh250063  2025.04 - 2026.03

    Research Organization for Information Science and Technology  FY2025 Joint Usage/Research Center for Interdisciplinary Large-scale Information Infrastructures (JHPCN) 

    Tomohiro Harada, Fumito Uwano, Keiki Takadama

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    Authorship:Coinvestigator(s) 

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  • Multi-Agent Reinforcement Learning for Strategic Decision Making Using Multi-Objective Evolutionary Computation

    2024.04 - 2027.03

    Japan society for the promotion of science  Grants-in-Aid for Scientific Research-KAKENHI- Scientific Research (B)  Scientific Research (B)

    Fumito Uwano, Tomohiro Harada, Donghui Lin

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    Authorship:Principal investigator 

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  • 次世代エッジAI半導体・フィジカルインテリジェンス(PI)の統合的研究開発

    2024

    岡山大学グローバル最先端異分野融合研究機構  2024年度研究拠点形成支援事業 

    Atsushi Nakazawa, Ryo Kurazume, Miwako Honda, Hideo Ino, Masahide Koda, Naoko Harada, Takuya Akashi, Hiroyuki Nakagawa, Fumito Uwano, Norikazu Takahashi, Takayuki Matsuno, Atsushi Sekimoto, Yuki Matsuda, Shuichi Wakimoto, Daisuke Yamaguchi, Toshihiro Yamauchi, Minoru Watanabe, Nobuya Watanabe, Tetsushi Kamekawa, Yuichiro Toda

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Class subject in charge

  • Programming (2024academic year) 3rd and 4th semester  - 水1~2

  • Programming (2024academic year) 3rd and 4th semester  - 水1~2

  • Programming 1 (2024academic year) Third semester  - 水1~2

  • Programming 2 (2024academic year) Fourth semester  - 水1~2

  • Exercises on Programming 1 (2024academic year) 1st semester  - 水1~3

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Academic Activities

  • The 8th workshop on information processing technology for researchers in IoT era

    Role(s):Planning, management, etc.

    Manabu Ohta, Fumito Uwano  2021.7.20

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    Type:Academic society, research group, etc. 

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