Tanaka Akinori 田中章詞

Researcher Number	20791924
Affiliation (Current)	2025: 国立研究開発法人理化学研究所, 革新知能統合研究センター, 上級研究員 2025: 国立研究開発法人理化学研究所, 数理創造研究センター, 上級研究員
Affiliation (based on the past Project Information) *help	2022 – 2024: 国立研究開発法人理化学研究所, 革新知能統合研究センター, 上級研究員 2019 – 2024: 国立研究開発法人理化学研究所, 数理創造プログラム, 上級研究員 2018: 国立研究開発法人理化学研究所, 革新知能統合研究センター, 特別研究員
Review Section/Research Field	Principal Investigator Transformative Research Areas, Section (II) / Basic Section 15010:Theoretical studies related to particle-, nuclear-, cosmic ray and astro-physics Except Principal Investigator Transformative Research Areas, Section (II)
Keywords	Principal Investigator 機械学習 / 深層学習 / Monte Carlo / Machine learning / ハイブリッドモンテカルロ法 / マルコフ連鎖モンテカルロ法 / 場の量子論 Except Principal Investigator 物理学 / 機械学習

Foundation of "Machine Learning Physics" --- Revolutionary Transformation of Fundame ntal Physics by A New Field Integrating Machine Learning and Physics
- Principal Investigator
  
  橋本幸士
- Project Period (FY)
  2022 – 2026
- Research Category
  
  Grant-in-Aid for Transformative Research Areas (A)
- Review Section
  
  Transformative Research Areas, Section (II)
- Research Institution
  Kyoto University
Mathematics and application of deep learningPrincipal Investigator
- Principal Investigator
  
  田中章詞
- Project Period (FY)
  2022 – 2026
- Research Category
  
  Grant-in-Aid for Transformative Research Areas (A)
- Review Section
  
  Transformative Research Areas, Section (II)
- Research Institution
  Institute of Physical and Chemical Research
Toward improvement on Monte Carlo method by machine learningPrincipal Investigator
- Principal Investigator
  
  Tanaka Akinori
- Project Period (FY)
  2018 – 2022
- Research Category
  
  Grant-in-Aid for Early-Career Scientists
- Review Section
  
  Basic Section 15010:Theoretical studies related to particle-, nuclear-, cosmic ray and astro-physics
- Research Institution
  Institute of Physical and Chemical Research

All 2023 2021 2020 2019 2018

All Journal Article Presentation

[Journal Article] Self-learning Monte Carlo for non-Abelian gauge theory with dynamical fermions2023
- Author(s)
  Nagai Yuki、Tanaka Akinori、Tomiya Akio
- Journal Title
  
  Physical Review D
  
  Volume: 107 Issue: 5 Pages: 1-16
- DOI
  10.1103/physrevd.107.054501
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-22K03539, KAKENHI-PLANNED-22H05116, KAKENHI-PROJECT-18K11345, KAKENHI-PROJECT-18K13548, KAKENHI-PLANNED-22H05114
[Journal Article] Self-learning Monte Carlo method with Behler-Parrinello neural networks2020
- Author(s)
  Nagai Yuki、Okumura Masahiko、Tanaka Akinori
- Journal Title
  
  Physical Review B
  
  Volume: 101 Issue: 11 Pages: 115111-115111
- DOI
  10.1103/physrevb.101.115111
- NAID
  130008147942
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-18K03552, KAKENHI-PROJECT-18K05208, KAKENHI-PROJECT-18K13548
[Journal Article] Self-learning Monte-Carlo for non-abelian gauge theory with dynamical fermions2020
- Author(s)
  Nagai, Yuki, Akinori Tanaka, and Akio Tomiya
- Journal Title
  
  arXiv
  
  Volume: preprint Pages: 1-24
- Open Access
- Data Source
  KAKENHI-PROJECT-18K13548
[Journal Article] Discriminator optimal transport2019
- Author(s)
  Akinori Tanaka
- Journal Title
  
  Advances in Neural Information Processing Systems
  
  Volume: 32
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-18K13548
[Presentation] 物理学から見た深層学習2023
- Author(s)
  田中章詞
- Organizer
  日本物理学会 2023年春季大会
- Data Source
  KAKENHI-PLANNED-22H05116
[Presentation] 物理学から見た深層学習2023
- Author(s)
  田中章詞
- Organizer
  日本物理学会2023年春季大会
- Data Source
  KAKENHI-ORGANIZER-22H05111
[Presentation] 識別器による最適輸送2023
- Author(s)
  田中章詞
- Organizer
  最適輸送とその周辺 - 機械学習から熱力学的最適化まで
- Invited
- Data Source
  KAKENHI-PLANNED-22H05116
[Presentation] Self-learning Monte-Carlo for non-abelian gauge theory with dynamical fermions2021
- Author(s)
  Akio Tomiya (RIKEN) Yuki Nagai (JAEA) Akinori Tanaka (RIKEN)
- Organizer
  APS April Meeting 2021
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-18K13548
[Presentation] 機械学習によるマルコフ連鎖モンテカルロ法の高速化へ向けて2019
- Author(s)
  田中章詞
- Organizer
  日本物理学会第74回年次大会シンポジウム機械学習と物理
- Invited
- Data Source
  KAKENHI-PROJECT-18K13548
[Presentation] Discriminator optimal transport2019
- Author(s)
  Akinori Tanaka
- Organizer
  Advances in Neural Information Processing Systems, 2019
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-18K13548
[Presentation] Machine learning techniques to probe theoretical physics2018
- Author(s)
  Akinori Tanaka
- Organizer
  Strings and Fields 2018
- Invited / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-18K13548
[Presentation] Toward reducing autocorrelation in HMC2018
- Author(s)
  Akinori Tanaka
- Organizer
  The Machine Learning in Geometry and Physics Workshop
- Invited / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-18K13548
[Presentation] Machine Learning and its application to lattice Monte Carlo simulations2018
- Author(s)
  Akinori Tanaka
- Organizer
  5th Joint Meeting of the APS and the Physical Society of Japan
- Invited / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-18K13548

1. 橋本幸士 (80345074)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
2. 永井佑紀 (20587026)

# of Collaborated Projects: 1 results

# of Collaborated Products: 2 results
3. 野尻美保子 (30222201)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
4. 大槻東巳 (50201976)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
5. 富谷昭夫 (50837185)

# of Collaborated Projects: 1 results

# of Collaborated Products: 1 results
6. 福嶋健二 (60456754)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
7. 今田正俊 (70143542)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
8. 樺島祥介 (80260652)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
9. 広野雄士 (50998903)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
10. 唐木田亮 (30803902)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
11. 瀧雅人 (70548221)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results

Tanaka Akinori 田中 章詞

Research Projects

Research Products

Co-Researchers

Foundation of "Machine Learning Physics" --- Revolutionary Transformation of Fundame ntal Physics by A New Field Integrating Machine Learning and Physics

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

Mathematics and application of deep learningPrincipal Investigator

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

Toward improvement on Monte Carlo method by machine learningPrincipal Investigator

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

[Journal Article] Self-learning Monte Carlo for non-Abelian gauge theory with dynamical fermions2023

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Self-learning Monte Carlo method with Behler-Parrinello neural networks2020

Author(s)

Journal Title

DOI

NAID

Data Source

[Journal Article] Self-learning Monte-Carlo for non-abelian gauge theory with dynamical fermions2020

Author(s)

Journal Title

Data Source

[Journal Article] Discriminator optimal transport2019

Author(s)

Journal Title

Data Source

[Presentation] 物理学から見た深層学習2023

Author(s)

Organizer

Data Source

[Presentation] 物理学から見た深層学習2023

Author(s)

Organizer

Data Source

[Presentation] 識別器による最適輸送2023

Author(s)

Organizer

Data Source

[Presentation] Self-learning Monte-Carlo for non-abelian gauge theory with dynamical fermions2021

Author(s)

Organizer

Data Source

[Presentation] 機械学習によるマルコフ連鎖モンテカルロ法の高速化へ向けて2019

Author(s)

Organizer

Data Source

[Presentation] Discriminator optimal transport2019

Author(s)

Organizer

Data Source

[Presentation] Machine learning techniques to probe theoretical physics2018

Author(s)

Organizer

Data Source

[Presentation] Toward reducing autocorrelation in HMC2018

Author(s)

Organizer

Data Source

[Presentation] Machine Learning and its application to lattice Monte Carlo simulations2018

Author(s)

Organizer

Data Source

Tanaka Akinori 田中章詞