Furuya Takashi 古屋貴士

Researcher Number	00883696
Other IDs
Affiliation (Current)	2025: 同志社大学, 生命医科学部, 助教
Affiliation (based on the past Project Information) *help	2025: 同志社大学, 生命医科学部, 助教 2024: 島根大学, 学術研究院機能強化推進学系, 助教
Review Section/Research Field	Principal Investigator Basic Section 12020:Mathematical analysis-related Except Principal Investigator Transformative Research Areas, Section (IV)
Keywords	Principal Investigator ニューラル作用素 / 作用素学習 / 機械学習 / 逆問題 / 偏微分方程式 Except Principal Investigator データ駆動 / クープマン作用素 / 力学系 / 適切性 / 非線形偏微分方程式

Development of Global Well-Posedness Theory for Nonlinear Partial Differential Equations and Its Application to Data-Driven Research
- Principal Investigator
  
  池田正弘
- Project Period (FY)
  2025 – 2027
- Research Category
  
  Grant-in-Aid for Transformative Research Areas (B)
- Review Section
  
  Transformative Research Areas, Section (IV)
- Research Institution
  The University of Osaka
A study of operator learning for inverse problems in partial differential equationsPrincipal Investigator
- Principal Investigator
  
  古屋貴士
- Project Period (FY)
  2024 – 2026
- Research Category
  
  Grant-in-Aid for Early-Career Scientists
- Review Section
  
  Basic Section 12020:Mathematical analysis-related
- Research Institution
  Shimane University

All 2025 2024

All Journal Article

[Journal Article] Transformers are universal in-context learners2025
- Author(s)
  Takashi Furuya, Maarten V de Hoop, Gabriel Peyre
- Journal Title
  
  International Conference on Learning Representations
  
  Volume: to appear in
- Peer Reviewed / Open Access / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-24K16949
[Journal Article] Quantitative Approximation for Neural Operators in Nonlinear Parabolic Equations2025
- Author(s)
  Takashi Furuya, Koichi Taniguchi, Satoshi Okuda
- Journal Title
  
  International Conference on Learning Representations
  
  Volume: to appear in
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-24K16949
[Journal Article] The Bernstein-von Mises theorem for the inverse scattering problem2025
- Author(s)
  Furuya Takashi、Wang Jenn-Nan
- Journal Title
  
  Communications in Mathematical Sciences
  
  Volume: 23 Issue: 4 Pages: 1023-1042
- DOI
  10.4310/cms.250412103722
- Peer Reviewed / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-24K16949
[Journal Article] Can neural operators always be continuously discretized?2024
- Author(s)
  Takashi Furuya, Michael Puthawala, Matti Lassas, Maarten V de Hoop
- Journal Title
  
  Advances in Neural Information Processing Systems
  
  Volume: 37 Pages: 98936-98993
- Peer Reviewed / Open Access / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-24K16949
[Journal Article] Out-of-distributional risk bounds for neural operators with applications to the Helmholtz equation2024
- Author(s)
  Lara Benitez Jose Antonio、Furuya Takashi、Faucher Florian、Kratsios Anastasis、Tricoche Xavier、de Hoop Maarten V.
- Journal Title
  
  Journal of Computational Physics
  
  Volume: 513 Pages: 113168-113168
- DOI
  10.1016/j.jcp.2024.113168
- Peer Reviewed / Open Access / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-24K16949

1. 池田正弘 (00749690)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
2. 町原秀二 (20346373)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
3. 菊池弘明 (00612277)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
4. 若杉勇太 (20771140)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
5. 平山浩之 (90748328)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
6. 千頭昇 (60789006)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
7. 内田俊 (60777986)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
8. 磯部伸 (20998512)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results

Furuya Takashi 古屋貴士

Research Projects

Research Products

Co-Researchers

Development of Global Well-Posedness Theory for Nonlinear Partial Differential Equations and Its Application to Data-Driven Research

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

A study of operator learning for inverse problems in partial differential equationsPrincipal Investigator

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

[Journal Article] Transformers are universal in-context learners2025

Author(s)

Journal Title

Data Source

[Journal Article] Quantitative Approximation for Neural Operators in Nonlinear Parabolic Equations2025

Author(s)

Journal Title

Data Source

[Journal Article] The Bernstein-von Mises theorem for the inverse scattering problem2025

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Can neural operators always be continuously discretized?2024

Author(s)

Journal Title

Data Source

[Journal Article] Out-of-distributional risk bounds for neural operators with applications to the Helmholtz equation2024

Author(s)

Journal Title

DOI

Data Source

Furuya Takashi 古屋 貴士

Research Projects

Research Products

Co-Researchers

Development of Global Well-Posedness Theory for Nonlinear Partial Differential Equations and Its Application to Data-Driven Research

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

A study of operator learning for inverse problems in partial differential equationsPrincipal Investigator

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

[Journal Article] Transformers are universal in-context learners2025

Author(s)

Journal Title

Data Source

[Journal Article] Quantitative Approximation for Neural Operators in Nonlinear Parabolic Equations2025

Author(s)

Journal Title

Data Source

[Journal Article] The Bernstein-von Mises theorem for the inverse scattering problem2025

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Can neural operators always be continuously discretized?2024

Author(s)

Journal Title

Data Source

[Journal Article] Out-of-distributional risk bounds for neural operators with applications to the Helmholtz equation2024

Author(s)

Journal Title

DOI

Data Source

Furuya Takashi 古屋貴士