HIRONO Yuji
- Affiliation
- Institute of Systems and Information Engineering
- Official title
- Associate Professor
- ORCID
- 0000-0001-6327-9131
- URL
- %CDMJIJ^miDDOgONPFP=<g<>gEK
- Research keywords
非平衡物理 機械学習 場の量子論 システム生物学 制御理論 - Research projects
トポロジカル制御理論の確立 2024-10 -- 2028-03 Yuji Hirono 科学技術振興機構(JST)/戦略的創造研究推進事業（さきがけ）「未来を予測し制御するための数理を活用した新しい科学の探索」領域 30,000,000Yen ネットワーク・トポロジーを利用した生化学反応系のロバスト制御解析 2024-07 -- 2027-03 広野 雄士 日本学術振興会/科学研究費助成事業 2,860,000Yen Approach from topological geometry toward machine learning 2022-06 -- 2027-03 福嶋 健二; 船井 正太郎; 塩崎 謙; 三角 樹弘; 広野 雄士 Japan Society for the Promotion of Science/Grants-in-Aid for Scientific Research 118,300,000Yen Symmetry principles for novel quantum phases 2020-06 -- 2023-02 National Research Foundation of Korea/Basic Research Program in Science and Engineering Foundation of "Machine Learning Physics" --- Revolutionary Transformation of Fundame ntal Physics by A New Field Integrating Machine Learning and Physics 2022-06 -- 2027-03 橋本 幸士; 永井 佑紀; 田中 章詞; 野尻 美保子; 大槻 東巳; 富谷 昭夫; 福嶋 健二; 今田 正俊; 樺島 祥介; 広野 雄士 Japan Society for the Promotion of Science/Grants-in-Aid for Scientific Research 325,130,000Yen 非可換渦のダイナミクスとその高密度ＱＣＤ物質への応用 2011 -- 2013 広野 雄士 日本学術振興会/科学研究費助成事業 1,900,000Yen - Career history
2025-04 -- (current) University of TsukubaInstitute of Systems and Information EngineeringAssociate Professor 2024-10 -- 2028-03 国立研究開発法人 科学技術振興機構 さきがけ研究者 2024-04 -- 2025-03 Osaka UniversityGraduate School of Science, Department of PhysicsAssistant Professor 2023-06 -- 2024-03 Kyoto UniversityGraduate School of Science Division of Physics and AstronomyProgram-Specific Associate Professor 2018-09 -- 2023-05 Asia Pacific Center for Theoretical PhysicsJunior Research Group Leader 2016-04 -- 2018-08 Brookhaven National LaboratoryPhysics DepartmentResearch Associate 2014-04 -- 2016-03 Stony Brook UniversityDepartment of Physics and AstronomyJSPS Fellow - Academic background
-- 2014-03 The University of Tokyo Graduate School of Science Department of Physics -- 2011-03 The University of Tokyo Graduate School of Science Department of Physics -- 2009-03 The University of Tokyo Faculty of Science Department of Physics - Degree
2014-03 Doctor of Science University of Tokyo 2011-03 Master of Science University of Tokyo - Academic societies
-- (current) The Physical Society of Japan - Honors & Awards
2021-03 Young Scientist Award - Articles
- Self-Similar Inverse Cascade from Generalized Symmetries
Hirono Yuji; Kamada Kohei; Yamamoto Naoki; Yokokura Ryo
PHYSICAL REVIEW LETTERS/136(6), 2026-02-13 - An Internal Model Principle for Biochemical Networks: Algebraic and Topological Characterization for Maximal Robust Perfect Adaptation
Gupta Ankit; Hirono Yuji; Khammash Mustafa
IEEE CONTROL SYSTEMS MAGAZINE/46(1)/pp.34-54, 2026-02 - Optimal observables for the chiral magnetic effect from machine learning
Hirono Yuji; Ikeda Kazuki; Kharzeev Dmitri E.; Liu Zi...
Physical Review C/112(11), 2025-11 - 量子を捨てよ、そして量子へ
広野 雄士
科学/2025年(9月), 2025-09 - 拡散モデルを経路積分で考える
広野 雄士
日本神経回路学会誌/32(2)/pp.81-89, 2025-07 - Topological Criterion for Robust Perfect Adaptation of Reaction Fluxes in Biological Networks
Hong Hyukpyo; Moon Seokhwan; Hirono Yuji; Kim Jae Kyoung
iScience/pp.112394-112394, 2025-04 - Rethinking Robust Adaptation: Characterization of Structural Mechanisms for Biochemical Network Robustness through Topological Invariants
Hirono Yuji; Gupta Ankit; Khammash Mustafa
PRX Life/3(1), 2025-03-20 - Physics-Inspired Approaches in Generative Diffusion Models
Hirono Yuji
Journal of the Physical Society of Japan/94(3), 2025-03-15 - Data-driven discovery of self-similarity using neural networks
Watanabe Ryota; Ishii Takanori; Hirono Yuji; Maruoka ...
Physical Review E/111(2), 2025-02-03 - Neural network representation of quantum systems
Hashimoto Koji; Hirono Yuji; Maeda Jun; Totsuka-Yoshin...
Machine Learning: Science and Technology/5(4)/pp.045039-045039, 2024-11-12 - Understanding Diffusion Models by Feynman's Path Integral.
Hirono Yuji; Tanaka Akinori; Fukushima Kenji
Proceedings of the 41st International Conference on Machine Learning (ICML), 2024-07 - Unification of Symmetries Inside Neural Networks: Transformer, Feedforward and Neural ODE
Hashimoto Koji; Hirono Yuji; Sannai Akiyoshi
Machine Learning: Science and Technology, 2024-06-17 - Quarkonium spectral functions in a bulk viscous quark-gluon plasma
Thakur Lata; Hirono Yuji
IL NUOVO CIMENTO C/47, 2024-06 - A symmetry principle for gauge theories with fractons
Hirono Yuji; You Minyoung; Angus Stephen; Young Cho Gil
SciPost Physics/16(2), 2024-02 - Squeezing Stationary Distributions of Stochastic Chemical Reaction Systems
Hirono Yuji; Hanai Ryo
Journal of Statistical Physics/190(4), 2023-04 - Quarkonium in a bulk viscous QGP medium
Thakur Lata; Hirono Yuji; Haque Najmul
Suplemento de la Revista Mexicana de Física/3(3), 2022-06-02 - Effective field theories for gapless phases with fractons via a coset construction
Hirono Yuji; Hui Qi Yong
Physical Review B/105(20), 2022-05-15 - Spectral functions of heavy quarkonia in a bulk-viscous quark gluon plasma
Thakur Lata; Hirono Yuji
Journal of High Energy Physics/2022(2), 2022-02 - Structural reduction of chemical reaction networks based on topology
Hirono Yuji; Okada Takashi; Miyazaki Hiroyasu; Hidaka ...
Physical Review Research/3(4), 2021-12 - Structural Reduction of Hypergraphs Based on Topology
Hirono Yuji; Okada Takashi; Miyazaki Hiroyasu; Hidaka ...
Proceedings of Blockchain in Kyoto 2021 (BCK21), 2021-11-10 - 高次対称性とクォーク・ハドロン連続性 : 若手奨励賞
広野 雄士
原子核研究 / 原子核研究編集委員会 編/66(1)/pp.31-43, 2021-09 - Counting Nambu-Goldstone Modes of Higher-Form Global Symmetries
Hidaka Yoshimasa; Hirono Yuji; Yokokura Ryo
Physical Review Letters/126(7), 2021-02-16 - Heavy quarkonia in a bulk viscous medium
Thakur Lata; Haque Najmul; Hirono Yuji
Journal of High Energy Physics/2020(6), 2020-06-01 - Magnetic fields in heavy ion collisions: flow and charge transport
Inghirami Gabriele; Mace Mark; Hirono Yuji; Del Zanna ...
European Physical Journal C/80(3), 2020-03-01 - Topological order in the color-flavor locked phase of a (3+1)-dimensional U (N) gauge-Higgs system
Hidaka Yoshimasa; Hirono Yuji; Nitta Muneto; Tanizaki ...
Physical Review D/100(12), 2019-12-18 - more...
- Self-Similar Inverse Cascade from Generalized Symmetries
- Books
- 学習物理学入門 = Introduction to machine learning physics
橋本 幸士; 富谷 昭夫; 金子 隆威; 瀧 雅人; 広野 雄士; 唐木田 亮; 三内 顕義
朝倉書店, 2024-11
- 学習物理学入門 = Introduction to machine learning physics
- Conference, etc.
- 経路積分でみる拡散モデル・確率最適制御
広野 雄士
RIKEN TRIP ユースケース「元素変換」チュートリアル研究会：機械学習の基礎と原子核物理への応用/2026-03-16--2026-03-17 - 生体内化学反応ネットワークにおけるロバスト制御
広野 雄士
第13回計測自動制御学会制御部門マルチシンポジウム/2026-03-03--2026-03-06 - 経路積分 meets
拡散モデル
広野 雄士
Physics Meets AI/2026-02-20--2026-02-20 - Understanding Diffusion Models by Feynman's Path Integral
HIRONO Yuji
Quantum100 ⊗ AI Workshop/2025-11-12--2025-11-14 - 制御問題を確率推論として見る
広野 雄士
機械学習とともに拓く物理学の最前線/2025-10-11--2025-10-13 - AI for Physics, Physics for AI
広野 雄士
Beyond the boundaries of language: The Potential and Challenges of Large Language Models, Tsukuba Conference/2025-10-01--2025-10-03 - カイラル磁気効果検出のための
観測量を機械学習で設計する
広野 雄士
第80回日本物理学会年次大会/2025-09-16--2025-09-19 - Diffusion Models and Path Integrals
広野 雄士
超大規模格子QCDによる新物理探索と次世代計算に向けたAI技術開発 総括研究会/2025-09-09--2025-09-11 - Data-driven discovery of
self-similarity
using neural networks
広野 雄士
UNIST International Workshop on Machine Learning for Quantum Fields and Geometry/2025-09-04--2025-09-06 - Robust Perfect Adaptation to Subspaces in Biochemical Systems
広野 雄士
Asian Conference on Mathematical Biology 2025/2025-07-07--2025-07-11 - AIによるスケーリング則の発見
広野 雄士
シンポジウム AIと物理学の融合：学習物理学から生成科学へ/2025-06-22--2025-06-22 - Toward Robust Adaptation in Stochastic Chemical Reaction Systems
広野 雄士
SIAM Conference on Applications of Dynamical Systems/2025-05-11--2025-05-15
- 経路積分でみる拡散モデル・確率最適制御
- Teaching
2026-04 -- (current) First Year Seminar University of Tsukuba 2026-04 -- (current) Invitation to Arts and Sciences University of Tsukuba 2026-04 -- (current) Fundamentals of Mathematics in Intelligent and Mechanical Interaction Systems University of Tsukuba - University Management
2026-04 -- (current) MDA⾼度⼈材育成事業 GMMS専門委員会 2026-04 -- (current) 知能機能システム学位プログラム学務・カリキュラム委員会 2026-04 -- (current) 工学システム学類FD委員会 2025-04 -- (current) 知能機能工学域広報委員会 2025-04 -- 2026-03 MDA⾼度⼈材育成事業 GMMS分科会
(Last updated: 2026-05-07)