Details of the Researcher

PHOTO

Masahito Kumagai
Section
Graduate School of Information Sciences
Job title
Specially Appointed Assistant Professor(Research)
Degree
  • PhD (Information Sciences) (Tohoku University)

e-Rad No.
11013962
Researcher ID

Awards 10

  1. Best Paper Award

    2020/11 2020 Eighth International Symposium on Computing and Networking (CANDAR) Combinatorial Clustering Based on an Externally-Defined One-Hot Constraint

  2. 学生奨励賞

    2025/03 情報処理学会 イジングマシンを用いた救助資源配分の最適化に関する一検討

  3. 学生奨励賞

    2025/03 情報処理学会 LLMを用いた三次元電子線回折データの分類に関する一検討

  4. Best Presentation Award

    2023/12 Dean of the Graduate School of Information Sciences, Tohoku University 30th Doctoral Program Student Presentation

  5. 東北電力×東北大学共創研究所アイデア公募優秀賞

    2023/11 東北電力×東北大学共創研究所

  6. 学生奨励賞

    2022/03 情報処理学会 デジタルツインタービンを用いた異常検知のための空間探索手法に関する一検討

  7. 大会優秀賞

    2022/03 情報処理学会 デジタルツインタービンを用いた異常検知のための空間探索手法に関する一検討

  8. Outstanding Student Award

    2022/03 Division of Mechanical Engineering, Graduate School of Information Sciences, Tohoku University

  9. Sumitomo Corporation Prize

    2021/12 Sumitomo Corporation’s Quantum Transformation Team EV share service using quantum annealing

  10. Special Prize

    2021/04 Fixstars Competition to develop an application using "Fixstars Amplify," a cloud platform for using Ising machines

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Papers 18

  1. An analysis of memory access patterns in RISC-V vector workloads on heterogeneous memory architectures Peer-reviewed

    Ryo Yokoyama, Masahito Kumagai, Kazuhiko Komatsu, Masayuki Sato, Hiroaki Kobayashi

    Proceedings of the Supercomputing Asia and International Conference on High Performance Computing in Asia Pacific Region Workshops 255-262 2026/01/25

    Publisher: ACM

    DOI: 10.1145/3784828.3785405  

  2. Disaster Rescue Resource Allocation Based on the Ising Model Peer-reviewed

    Kosei Nakamoto, Masahito Kumagai, Masayuki Sato, Kazuhiko Komatsu, Hiroaki Kobayashi

    2025 IEEE 18th International Symposium on Embedded Multicore/Many-core Systems-on-Chip (MCSoC) 274-281 2025/12/15

    Publisher: IEEE

    DOI: 10.1109/mcsoc67473.2025.00052  

  3. Classification of Three-dimensional Electron Diffraction Data with a Large Language Model Peer-reviewed

    Kazuyuki Yasuda, Masahito Kumagai, Masayuki Sato, Kazuhiko Komatsu, Hiroaki Kobayashi

    Proceedings of the SC '25 Workshops of the International Conference for High Performance Computing, Networking, Storage and Analysis 96-103 2025/11/15

    Publisher: ACM

    DOI: 10.1145/3731599.3767351  

  4. Single photon coherent Ising machines for constrained optimization problems Peer-reviewed

    Masahito Kumagai, Yoshitaka Inui, Edwin Ng, Satoshi Kako, Kazuhiko Komatsu, Hiroaki Kobayashi, Yoshihisa Yamamoto

    Quantum Science and Technology 2025/10/01

    DOI: 10.1088/2058-9565/addde5  

  5. DETECTION OF FLOW SEPARATION USING ISING-BASED CLUSTERING Peer-reviewed

    Kazuhiko Komatsu, Neda Ebrahimi Pour, Masahito Kumagai, Frank Dressel, Hiroaki Kobayashi, Kathrin Stahl, Alexandre Suryadi, Michaela Herr

    German Aerospace Congress 2025 (DLRK2025) 2025/09/24

  6. A Compressed QUBO Format for Traveling Salesperson Problems

    Chu-Yuan Huang, Kazuhiko Komatsu, Makoto Onoda, Masahito Kumagai, Masayuki Sato, Hiroaki Kobayashi

    2025 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW) 287-296 2025/06/03

    Publisher: IEEE

    DOI: 10.1109/ipdpsw66978.2025.00053  

  7. An Ising-based Decision Method for Intra Prediction Mode in Video Coding Peer-reviewed

    Takuto Momominami, Naoya Niwa, Masahito Kumagai, Kazuhiko Komatsu, Hiroaki Kobayashi, Hiroe Iwasaki

    SC24-W: Workshops of the International Conference for High Performance Computing, Networking, Storage and Analysis 1748-1754 2024/11/17

    Publisher: IEEE

    DOI: 10.1109/scw63240.2024.00218  

  8. Combinatorial clustering with a coherent XY machine Peer-reviewed

    Kyungduk Kim, Masahito Kumagai, Yoshihisa Yamamoto

    Optics Express 32 (19) 33737-33757 2024/09/09

    DOI: 10.1364/OE.526050  

    eISSN: 1094-4087

  9. Performance Evaluation of Tsunami Evacuation Route Planning on Multiple Annealing Machines Peer-reviewed

    Yihui Liu, Kazuhiko Komatsu, Masahito Kumagai, Masayuki Sato, Hiroaki Kobayashi

    Proceedings of the 20th ACM International Conference on Computing Frontiers 2023, CF 2023 185-188 2023/05/09

    DOI: 10.1145/3587135.3592193  

  10. Ising-Based Kernel Clustering † Peer-reviewed

    Masahito Kumagai, Kazuhiko Komatsu, Masayuki Sato, Hiroaki Kobayashi

    Algorithms 16 (4) 2023/04

    DOI: 10.3390/a16040214  

    eISSN: 1999-4893

  11. Analysis of Precision Vectors for Ising-Based Linear Regression Peer-reviewed

    Kaho Aoyama, Kazuhiko Komatsu, Masahito Kumagai, Hiroaki Kobayashi

    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 13798 LNCS 251-261 2023

    DOI: 10.1007/978-3-031-29927-8_20  

    ISSN: 0302-9743

    eISSN: 1611-3349

  12. Investigating the Characteristics of Ising Machines Peer-reviewed

    Kazuhiko Komatsu, Makoto Onoda, Masahito Kumagai, Hiroaki Kobayashi

    Proceedings - 2023 IEEE International Conference on Quantum Computing and Engineering, QCE 2023 1 939-948 2023

    DOI: 10.1109/QCE57702.2023.00108  

  13. A Constraint Partition Method for Combinatorial Optimization Problems Peer-reviewed

    Makoto Onoda, Kazuhiko Komatsu, Masahito Kumagai, Masayuki Sato, Hiroaki Kobayashi

    Proceedings - 2023 16th IEEE International Symposium on Embedded Multicore/Many-Core Systems-on-Chip, MCSoC 2023 600-607 2023

    DOI: 10.1109/MCSoC60832.2023.00093  

  14. Prediction of turbine blade condition using supervised machine learning trained by digital-twin simulation Peer-reviewed

    Issei Fukamizu, Kazuhiko Komatsu, Masahito Kumagai, Hironori Miyazawa, Takashi Furusawa, Satoru Yamamoto

    International Conference on Parallel Computational Fluid Dynamics 2022 2022/05

  15. An External Definition of the One-Hot Constraint and Fast QUBO Generation for High-Performance Combinatorial Clustering Peer-reviewed

    Masahito Kumagai, Kazuhiko Komatsu, Fumiyo Takano, Takuya Araki, Masayuki Sato, Hiroaki Kobayashi

    International Journal of Networking and Computing 11 (2) 463-491 2021

    Publisher: IJNC Editorial Committee

    DOI: 10.15803/ijnc.11.2_463  

    ISSN: 2185-2839

    eISSN: 2185-2847

  16. An Externally-Constrained Ising Clustering Method for Material Informatics Peer-reviewed

    Kazuhiko Komatsu, Masahito Kumagai, Ji Qi, Masayuki Sato, Hiroaki Kobayashi

    Proceedings - 2021 9th International Symposium on Computing and Networking Workshops, CANDARW 2021 201-204 2021

    DOI: 10.1109/CANDARW53999.2021.00040  

  17. Ising-Based Combinatorial Clustering Using the Kernel Method Peer-reviewed

    Masahito Kumagai, Kazuhiko Komatsu, Masayuki Sato, Hiroaki Kobayashi

    Proceedings - 2021 IEEE 14th International Symposium on Embedded Multicore/Many-Core Systems-on-Chip, MCSoC 2021 197-203 2021

    DOI: 10.1109/MCSoC51149.2021.00037  

  18. Combinatorial clustering based on an externally-defined one-hot constraint Peer-reviewed

    Masahito Kumagai, Kazuhiko Komatsu, Fumiyo Takano, Takuya Araki, Masayuki Sato, Hiroaki Kobayashi

    Proceedings - 2020 8th International Symposium on Computing and Networking, CANDAR 2020 59-68 2020/11

    DOI: 10.1109/CANDAR51075.2020.00015  

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Presentations 19

  1. イジングマシンを用いた救助資源配分の最適化に関する一検討

    中本光星, 小野田誠, 熊谷政仁, 佐藤雅之, 小松一彦, 小林広明

    情報処理学会 第87回全国大会 2025/03/15

  2. LLMを用いた三次元電子線回折データの分類に関する一検討

    安田和幸, 深澤祐輔, 熊谷政仁, 小松一彦, 佐藤雅之, 小林広明

    情報処理学会 第87回全国大会 2025/03/15

  3. 生産計画・製造方法の最適化ソリューション

    小松一彦, 熊谷政仁, 深水一聖, 小野田誠

    仙台市スタートアップスタジオ構築プロジェクト ハンズオン支援プログラム 2024/03

  4. イジングモデルに基づく量子クラスタリングフレームワーク

    熊谷政仁, 小松一彦, 小野田誠, 小林広明

    第11回量子ソフトウェア研究発表会 2024/03

  5. Study of quantum computing architectures and their applications

    Masahito Kumagai

    The 5th International Symposium on AI Electronics 2024/02/20

  6. イジングマシンを用いた電気自動車シェアのための定式化

    熊谷政仁, 深水一聖, 小野田誠, 小松一彦, 小林広明

    第247回システム・アーキテクチャ・第192回ハイパフォーマンスコンピューティング合同研究発表会 2023/12

  7. EVerify EV for Everyone Every time Everywhere

    Kazuhiko Komatsu, Masahito Kumagai, Issei Fukamizu, Makoto Onoda

    Forbes JAPAN ACADEMIA ENTREPRENEUR SUMMIT Japan Mobility Show 2023/11

  8. Study of quantum computing architectures and their applications

    Masahito Kumagai

    1st Workshop on the Chicago-Tohoku Quantum Alliance 2023/10/06

  9. Performance Evaluation of Ising Machines using Constraint Combinatorial Optimization Problems Invited

    Kazuhiko Komatsu, Makoto Onoda, Masahito Kumagai, Hiroaki Kobayashi

    10th International Congress on Industrial and Applied Mathematics (ICIAM 2023) 2023/08

  10. QUBO問題における制約重み分割による解の高精度化に関する一検討

    小野田誠, 小松一彦, 熊谷政仁, 佐藤雅之, 小林広明

    情報処理学会 第85回全国大会 2023/03

  11. Quantum-Digital Cooperative Computing for Optimization Problems

    Masahito Kumagai

    The 4th International Symposium on AI Electronics 2023/02/13

  12. Hybrid Quantum-Digital Ising Machine for Machine Learning

    Masahito Kumagai

    3rd International Workshop on Education and Research for Future Electronics 2023/01/19

  13. Squeezed-Quantum-Noise-Assisted Optimization for Quadratic Binary Problems by CIM-CAC

    Masahito Kumagai, Yoshihisa Yamamoto, Yoshitaka Inui, Satoshi Kako, Kazuhiko Komatsu, Hiroaki Kobayashi

    2022 Coherent Network Computing (CNC) 2022/10/26

  14. 組み合わせクラスタリングによるアニーリングマシンの評価

    小松一彦, 小野田誠, 熊谷政仁, 小林広明

    第185回ハイパフォーマンスコンピューティング研究発表会 (SWoPP2022) 2022/07

  15. デジタルツインタービンを用いた異常検知のための空間探索手法に関する一検討

    深水一聖, 小松一彦, 熊谷政仁, 小林広明

    情報処理学会 第84回全国大会 2022/03/05

  16. 制約を含むQUBO問題のための探索空間分割に関する一考察

    小野田誠, 熊谷政仁, 小松一彦, 小林広明

    令和3年度情報処理学会東北支部研究会 2022/02/21

  17. A Study of Machine Learning Based on the Ising Model

    Masahito Kumagai

    The 3rd International Symposium on AI Electronics 2022/02/15

  18. An Evaluation of a Hierarchical Clustering Method Using Quantum Annealing

    Masahito Kumagai, Kazuhiko Komatsu, Masayuki Sato, Hiroaki Kobayashi

    International Supercomputing Conference High Performance Computing (ISC) 2020/06/25

  19. 量子アニーリングを用いたクラスタリング手法の評価

    熊谷政仁, 小松一彦, 佐藤雅之, 小林広明

    2020年電子情報通信学会総合大会 2020/03

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Research Projects 1

  1. Innovative Quantum/Ising based Machine Learning

    Offer Organization: Japan Society for the Promotion of Science

    System: Grants-in-Aid for Scientific Research

    Category: Grant-in-Aid for JSPS Fellows

    Institution: Tohoku University

    2023/03/08 - 2025/03/31