Toyota Shoji 豊田祥史

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Shoji Toyota 豊田祥史

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Researcher Number	10984718
Other IDs	https://orcid.org/0000-0003-0613-4205
Affiliation (Current)	2026: 九州大学, システム情報科学研究院, 助教
Affiliation (based on the past Project Information) *help	2024: 九州大学, システム情報科学研究院, 助教 2023: 統計数理研究所, 先端データサイエンス研究系, 特任研究員
Review Section/Research Field	Principal Investigator Basic Section 60030:Statistical science-related / 1001:Information science, computer engineering, and related fields
Keywords	Principal Investigator 統計学 / 機械学習 / データサイエンス / ベイズ推論 / データ同化 / 分布外汎化 / 深層生成モデル

Research Projects
(2 results)
Research Products
(7 results)

多様な出力データに対応可能な不変学習のパラメータ選択法の構築Principal Investigator
- Principal Investigator
  
  豊田祥史
- Project Period (FY)
  2024 – 2027
- Research Category
  
  Grant-in-Aid for Early-Career Scientists
- Review Section
  
  Basic Section 60030:Statistical science-related
- Research Institution
  Kyushu University
Annotation Cost Reduction Method for Invariant Learning Using Pretrained Artificial Intelligence and Its Parameter SelectionPrincipal Investigator
- Principal Investigator
  
  Shoji Toyota
- Project Period (FY)
  2023 – 2024
- Research Category
  
  Grant-in-Aid for Research Activity Start-up
- Review Section
  
  1001:Information science, computer engineering, and related fields
- Research Institution
  Kyushu University
  The Institute of Statistical Mathematics

All 2024 2023

All Journal Article Presentation

[Journal Article] Out-of-Distribution Optimality of Invariant Risk Minimization2024
- Author(s)
  Shoji Toyota, Kenji Fukumizu
- Journal Title
  
  Transactions on Machine Learning Research
  
  Volume: -
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-23K19966
[Presentation] Compositional Simulation-based Inference for Time Series2024
- Author(s)
  Shoji Toyota
- Organizer
  International Conference String Data
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-24K20750
[Presentation] Compositional Simulation-based Inference for Time Series2024
- Author(s)
  Manuel Gloeckler, Shoji Toyota, Kenji Fukumizu, Jakob H Macke
- Organizer
  International Conference on Learning Representations
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-24K20750
[Presentation] Compositional Simulation-based Inference for Time Series2024
- Author(s)
  Manuel Gloeckler, Shoji Toyota, Kenji Fukumizu, Jakob H Macke
- Organizer
  第27回情報論的ワークショップ (IBIS2024)
- Data Source
  KAKENHI-PROJECT-24K20750
[Presentation] Out-of-Distribution Optimality of Invariant Risk Minimization2023
- Author(s)
  豊田祥史, 福水健次
- Organizer
  第26回情報論的学習理論ワークショップ(IBIS2023)
- Data Source
  KAKENHI-PROJECT-23K19966
[Presentation] 粗いラベルによるInvariant Risk Minimization2023
- Author(s)
  豊田祥史
- Organizer
  電子情報通信学会九州支部
- Invited
- Data Source
  KAKENHI-PROJECT-23K19966
[Presentation] Invarinat Risk Minimizationの分布外最適性2023
- Author(s)
  豊田祥史, 福水健次
- Organizer
  2023年度統計関連学会連合大会
- Data Source
  KAKENHI-PROJECT-23K19966

Toyota Shoji 豊田 祥史

Shoji Toyota 豊田 祥史

Research Projects

Research Products

多様な出力データに対応可能な不変学習のパラメータ選択法の構築Principal Investigator

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

Annotation Cost Reduction Method for Invariant Learning Using Pretrained Artificial Intelligence and Its Parameter SelectionPrincipal Investigator

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

[Journal Article] Out-of-Distribution Optimality of Invariant Risk Minimization2024

Author(s)

Journal Title

Data Source

[Presentation] Compositional Simulation-based Inference for Time Series2024

Author(s)

Organizer

Data Source

[Presentation] Compositional Simulation-based Inference for Time Series2024

Author(s)

Organizer

Data Source

[Presentation] Compositional Simulation-based Inference for Time Series2024

Author(s)

Organizer

Data Source

[Presentation] Out-of-Distribution Optimality of Invariant Risk Minimization2023

Author(s)

Organizer

Data Source

[Presentation] 粗いラベルによるInvariant Risk Minimization2023

Author(s)

Organizer

Data Source

[Presentation] Invarinat Risk Minimizationの分布外最適性2023

Author(s)

Organizer

Data Source

Toyota Shoji 豊田祥史

Shoji Toyota 豊田祥史