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Isomura Takuya  磯村 拓哉

ORCIDConnect your ORCID iD *help
Researcher Number 50802972
Other IDs
Affiliation (Current) 2026: 国立研究開発法人理化学研究所, 脳神経科学研究センター, ユニットリーダー
Affiliation (based on the past Project Information) *help 2023 – 2025: 国立研究開発法人理化学研究所, 脳神経科学研究センター, ユニットリーダー
Review Section/Research Field
Principal Investigator
Transformative Research Areas, Section (IV)
Except Principal Investigator
Basic Section 61040:Soft computing-related
Keywords
Principal Investigator
リバースエンジニアリング / 自由エネルギー原理 / 生成モデル / 脳型人工知能 / 能動的推論 / 人工知能 / 神経科学
Except Principal Investigator
推論 / 神経細胞 / 脳
  • Research Projects

    (4 results)
  • Research Products

    (51 results)
  • Co-Researchers

    (4 People)
  •  自由エネルギー原理に基づく脳組織を用いた物理リザバー推論

    • Principal Investigator
      高橋 宏知
    • Project Period (FY)
      2024 – 2025
    • Research Category
      Grant-in-Aid for Scientific Research (B)
    • Review Section
      Basic Section 61040:Soft computing-related
    • Research Institution
      The University of Tokyo
  •  Extension and validation of unified theories of prediction and actionArea Organizer

    • Area Organizer
      磯村 拓哉
    • Project Period (FY)
      2023 – 2027
    • Research Category
      Grant-in-Aid for Transformative Research Areas (A)
  •  Development and validation of a unified theory of prediction and actionPrincipal Investigator

    • Principal Investigator
      磯村 拓哉
    • Project Period (FY)
      2023 – 2027
    • Research Category
      Grant-in-Aid for Transformative Research Areas (A)
    • Review Section
      Transformative Research Areas, Section (IV)
    • Research Institution
      Institute of Physical and Chemical Research
  •  Creating neuromorphic artificial intelligence using reverse engineering of generative modelsPrincipal Investigator

    • Principal Investigator
      磯村 拓哉
    • Project Period (FY)
      2023 – 2027
    • Research Category
      Grant-in-Aid for Transformative Research Areas (A)
    • Review Section
      Transformative Research Areas, Section (IV)
    • Research Institution
      Institute of Physical and Chemical Research

All 2025 2024 2023

All Journal Article Presentation

  • [Journal Article] Triple equivalence for the emergence of biological intelligence2025

    • Author(s)
      Isomura Takuya
    • Journal Title

      Communications Physics

      Volume: 8 Issue: 1 Pages: 160-160

    • DOI

      10.1038/s42005-025-02059-4

    • Peer Reviewed / Open Access
    • Data Source
      KAKENHI-ORGANIZER-23H04972, KAKENHI-PLANNED-23H04973
  • [Journal Article] Toward the Development of a Unified Theory of Intelligence2025

    • Author(s)
      磯村拓哉
    • Journal Title

      The Brain & Neural Networks

      Volume: 32 Issue: 1 Pages: 47-57

    • DOI

      10.3902/jnns.32.47

    • ISSN
      1340-766X, 1883-0455
    • Year and Date
      2025-03-05
    • Language
      Japanese
    • Open Access
    • Data Source
      KAKENHI-ORGANIZER-23H04972, KAKENHI-PLANNED-23H04973
  • [Journal Article] Synaptic pruning facilitates online Bayesian model selection2024

    • Author(s)
      Tazawa Ukyo T.、Isomura Takuya
    • Journal Title

      bioRxiv

      Volume: -

    • DOI

      10.1101/2024.05.15.593712

    • Open Access
    • Data Source
      KAKENHI-ORGANIZER-23H04972, KAKENHI-PLANNED-23H04973
  • [Journal Article] On Predictive Planning and Counterfactual Learning in Active Inference2024

    • Author(s)
      Paul Aswin、Isomura Takuya、Razi Adeel
    • Journal Title

      Entropy

      Volume: 26 Issue: 6 Pages: 484-484

    • DOI

      10.3390/e26060484

    • Peer Reviewed / Open Access / Int'l Joint Research
    • Data Source
      KAKENHI-ORGANIZER-23H04972, KAKENHI-PLANNED-23H04973
  • [Journal Article] Federated inference and belief sharing2024

    • Author(s)
      Friston Karl J.、Parr Thomas、Heins Conor、Constant Axel、Friedman Daniel、Isomura Takuya、Fields Chris、Verbelen Tim、Ramstead Maxwell、Clippinger John、Frith Christopher D.
    • Journal Title

      Neuroscience & Biobehavioral Reviews

      Volume: 156 Pages: 105500-105500

    • DOI

      10.1016/j.neubiorev.2023.105500

    • Peer Reviewed / Open Access / Int'l Joint Research
    • Data Source
      KAKENHI-ORGANIZER-23H04972, KAKENHI-PLANNED-23H04973
  • [Journal Article] Experimental validation of the free-energy principle with in vitro neural networks2023

    • Author(s)
      Isomura Takuya、Kotani Kiyoshi、Jimbo Yasuhiko、Friston Karl J.
    • Journal Title

      Nature Communications

      Volume: 14 Issue: 1 Pages: 4547-4547

    • DOI

      10.1038/s41467-023-40141-z

    • Peer Reviewed / Open Access / Int'l Joint Research
    • Data Source
      KAKENHI-ORGANIZER-23H04972, KAKENHI-PLANNED-23H04973
  • [Presentation] 自由エネルギー原理とニューラルネットワーク2025

    • Author(s)
      磯村拓哉
    • Organizer
      第17回 脳科学若手の会 春の合宿
    • Invited
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] 自由エネルギー原理とニューラルネットワーク2025

    • Author(s)
      磯村拓哉
    • Organizer
      第17回 脳科学若手の会 春の合宿
    • Invited
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] Triple equivalence for the emergence of biological intelligence2025

    • Author(s)
      Takuya Isomura
    • Organizer
      The 3rd RIKEN CBS Co-Creation International Conference
    • Invited / Int'l Joint Research
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] Triple equivalence for the emergence of biological intelligence2025

    • Author(s)
      Takuya Isomura
    • Organizer
      The 3rd RIKEN CBS Co-Creation International Conference
    • Invited / Int'l Joint Research
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] Canonical neural networks can implement Turing machines2024

    • Author(s)
      Takuya Isomura
    • Organizer
      NEURO2024
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] Bayesian model selection method inspired by synaptic pruning2024

    • Author(s)
      Ukyo T. Tazawa,Takuya Isomura
    • Organizer
      NEURO2024
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] 脳内生成モデルのリバースエンジニアリング2024

    • Author(s)
      磯村拓哉
    • Organizer
      第154回 ロボット工学セミナー
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] 生成モデルのリバースエンジニアリング2024

    • Author(s)
      磯村拓哉
    • Organizer
      JST CREST「マルチセンシング」領域シンポジウム
    • Invited
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] Reverse engineering of generative models2024

    • Author(s)
      Takuya Isomura
    • Organizer
      1st Digital Brain Workshop
    • Invited
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] Simulation of Prism Adaptation with Free-energy Principle2024

    • Author(s)
      Megumi Yoshihara,Takuya Isomura
    • Organizer
      NEURO2024
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] Bayesian model selection method inspired by synaptic pruning2024

    • Author(s)
      Ukyo T. Tazawa,Takuya Isomura
    • Organizer
      NEURO2024
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] Establishing cognitive behavioral tasks for torso-fixed marmoset.2024

    • Author(s)
      Kawabata, M., Hirayama, Y., Ebina, T., Matsuzaki, M., and Isomura, Y.
    • Organizer
      第13回 日本マーモセット研究会大会
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] Reverse engineering of generative models2024

    • Author(s)
      Takuya Isomura
    • Organizer
      1st Digital Brain Workshop
    • Invited
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] 脳知能の統一理論に基づくAGI開発の展望2024

    • Author(s)
      磯村拓哉
    • Organizer
      第9回全脳アーキテクチャ・シンポジウム
    • Invited
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] 脳知能の統一理論に基づくAGI開発の展望2024

    • Author(s)
      磯村拓哉
    • Organizer
      第9回全脳アーキテクチャ・シンポジウム
    • Invited
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] 古典・神経・量子システムにおけるベイズ力学2024

    • Author(s)
      磯村拓哉
    • Organizer
      第71回応用物理学会春季学術講演会
    • Invited
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] 自己組織化系のベイズ力学2024

    • Author(s)
      磯村拓哉
    • Organizer
      定量生物学の会 第十一回年会
    • Invited
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] Reverse engineering of generative models2024

    • Author(s)
      Takuya Isomura
    • Organizer
      5th International Workshop on Active Inference (IWAI 2024)
    • Int'l Joint Research
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] 古典・神経・量子システムにおけるベイズ力学2024

    • Author(s)
      磯村拓哉
    • Organizer
      第71回応用物理学会春季学術講演会
    • Invited
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] Canonical neural networks can implement Turing machines2024

    • Author(s)
      Takuya Isomura
    • Organizer
      NEURO2024
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] 生成モデルのリバースエンジニアリング2024

    • Author(s)
      磯村拓哉
    • Organizer
      JST CREST「マルチセンシング」領域シンポジウム
    • Invited
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] 自己組織化系のベイズ力学2024

    • Author(s)
      磯村拓哉
    • Organizer
      定量生物学の会 第十一回年会
    • Invited
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] Experimental validation of the free-energy principle with in vitro neural networks2024

    • Author(s)
      Takuya Isomura
    • Organizer
      MxW Summit 2024
    • Invited / Int'l Joint Research
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] 自由エネルギー原理のコンセプトとデータ解析への適用方法2024

    • Author(s)
      磯村拓哉
    • Organizer
      第77回日本自律神経学会総会
    • Invited
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] 自由エネルギー原理のコンセプトとデータ解析への適用方法2024

    • Author(s)
      磯村拓哉
    • Organizer
      第77回日本自律神経学会総会
    • Invited
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] Active inference model of fast prism adaptation using the mixture of policy matrices2024

    • Author(s)
      Megumi Yoshihara,Takuya Isomura
    • Organizer
      5th International Workshop on Active Inference (IWAI 2024)
    • Int'l Joint Research
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] Simulation of Prism Adaptation with Free-energy Principle2024

    • Author(s)
      Megumi Yoshihara,Takuya Isomura
    • Organizer
      NEURO2024
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] Experimental validation of the free-energy principle with in vitro neural networks2024

    • Author(s)
      Takuya Isomura
    • Organizer
      MxW Summit 2024
    • Invited / Int'l Joint Research
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] Reverse engineering of generative models2024

    • Author(s)
      Takuya Isomura
    • Organizer
      5th International Workshop on Active Inference (IWAI 2024)
    • Int'l Joint Research
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] Active inference model of fast prism adaptation using the mixture of policy matrices2024

    • Author(s)
      Megumi Yoshihara,Takuya Isomura
    • Organizer
      5th International Workshop on Active Inference (IWAI 2024)
    • Int'l Joint Research
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] Synaptic pruning is equivalent to online Bayesian model selection2024

    • Author(s)
      Ukyo T. Tazawa,Takuya Isomura
    • Organizer
      5th International Workshop on Active Inference (IWAI 2024)
    • Int'l Joint Research
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] 脳内生成モデルのリバースエンジニアリング2024

    • Author(s)
      磯村拓哉
    • Organizer
      第154回 ロボット工学セミナー
    • Invited
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] Synaptic pruning is equivalent to online Bayesian model selection2024

    • Author(s)
      Ukyo T. Tazawa,Takuya Isomura
    • Organizer
      5th International Workshop on Active Inference (IWAI 2024)
    • Int'l Joint Research
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] Canonical neural network model for simulating prism adaptation2023

    • Author(s)
      吉原めぐみ、磯村拓哉
    • Organizer
      第33回 日本神経回路学会全国大会
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] Canonical neural network model for simulating prism adaptation2023

    • Author(s)
      吉原めぐみ、磯村拓哉
    • Organizer
      第33回 日本神経回路学会全国大会
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] 知覚・行動・社会的知能の理論としてのベイズ力学2023

    • Author(s)
      磯村拓哉
    • Organizer
      第33回 日本神経回路学会全国大会 サテライトシンポジウム
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] Canonical neural networks for shared intelligence - an active inference modelling2023

    • Author(s)
      Takuya Isomura
    • Organizer
      3rd Applied Active Inference
    • Invited / Int'l Joint Research
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] Experimental validation of the free-energy principle with in vitro neural networks2023

    • Author(s)
      Takuya Isomura
    • Organizer
      CRNL Workshop - Spotlight on brain organoids
    • Invited / Int'l Joint Research
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] Canonical neural networks for shared intelligence - an active inference modelling2023

    • Author(s)
      Takuya Isomura
    • Organizer
      3rd Applied Active Inference Symposium
    • Invited / Int'l Joint Research
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] Canonical neural networks for shared intelligence - an active inference modelling2023

    • Author(s)
      Takuya Isomura
    • Organizer
      Chubu University CMSAI International Symposium
    • Invited / Int'l Joint Research
    • Data Source
      KAKENHI-PLANNED-23H04973
  • [Presentation] 予測と行動の統一理論の開拓と検証2023

    • Author(s)
      磯村拓哉
    • Organizer
      CAN2024プレ・キックオフ シンポジウム
    • Invited
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] Canonical neural networks for shared intelligence - an active inference modelling2023

    • Author(s)
      Takuya Isomura
    • Organizer
      Chubu University CMSAI International Symposium
    • Invited / Int'l Joint Research
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] 知覚・行動・社会的知能の理論としてのベイズ力学2023

    • Author(s)
      磯村拓哉
    • Organizer
      第33回 日本神経回路学会全国大会 サテライトシンポジウム
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] Experimental validation of the free-energy principle with in vitro neural networks2023

    • Author(s)
      Takuya Isomura
    • Organizer
      CRNL Workshop - Spotlight on brain organoids
    • Invited / Int'l Joint Research
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • [Presentation] Establishing cognitive behavioral tasks with dexterity movements for marmoset.2023

    • Author(s)
      Kawabata, M., Hirayama, Y., Ebina, T., Isomura, Y., Matsuzaki, M.
    • Organizer
      日本動物心理学会 第83回大会
    • Data Source
      KAKENHI-ORGANIZER-23H04972
  • 1.  銅谷 賢治 (80188846)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 2.  小松 三佐子 (00525545)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 3.  蝦名 鉄平 (30611206)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 2 results
  • 4.  高橋 宏知 (90361518)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results

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