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PhD (Information Sciences) (Tohoku University)
Details of the Researcher
Awards 10
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Best Paper Award
2020/11 2020 Eighth International Symposium on Computing and Networking (CANDAR) Combinatorial Clustering Based on an Externally-Defined One-Hot Constraint
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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
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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
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Best Presentation Award
2023/12 Dean of the Graduate School of Information Sciences, Tohoku University 30th Doctoral Program Student Presentation
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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
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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
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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
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Outstanding Student Award
2022/03 Division of Mechanical Engineering, Graduate School of Information Sciences, Tohoku University
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Sumitomo Corporation Prize
2021/12 Sumitomo Corporation’s Quantum Transformation Team EV share service using quantum annealing
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Special Prize
2021/04 Fixstars Competition to develop an application using "Fixstars Amplify," a cloud platform for using Ising machines
Papers 18
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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 -
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: IEEEDOI: 10.1109/mcsoc67473.2025.00052
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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 -
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
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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
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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: IEEEDOI: 10.1109/ipdpsw66978.2025.00053
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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: IEEEDOI: 10.1109/scw63240.2024.00218
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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
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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
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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
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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
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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
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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
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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
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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 CommitteeISSN: 2185-2839
eISSN: 2185-2847
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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
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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
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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
Presentations 19
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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
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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
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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
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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
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Study of quantum computing architectures and their applications
Masahito Kumagai
The 5th International Symposium on AI Electronics 2024/02/20
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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
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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
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Study of quantum computing architectures and their applications
Masahito Kumagai
1st Workshop on the Chicago-Tohoku Quantum Alliance 2023/10/06
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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
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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
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Quantum-Digital Cooperative Computing for Optimization Problems
Masahito Kumagai
The 4th International Symposium on AI Electronics 2023/02/13
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Hybrid Quantum-Digital Ising Machine for Machine Learning
Masahito Kumagai
3rd International Workshop on Education and Research for Future Electronics 2023/01/19
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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
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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
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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
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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
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A Study of Machine Learning Based on the Ising Model
Masahito Kumagai
The 3rd International Symposium on AI Electronics 2022/02/15
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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
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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
Research Projects 1
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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
https://orcid.org/0000-0002-0903-064X