2024
|
| 1. | Kyo Kuroki, Satoru Jimbo, Thiem Van Chu, Masato Motomura, Kazushi Kawamura Classical Thermodynamics-based Parallel Annealing Algorithm for High-speed and Robust Combinatorial Optimization Proceedings Article In: The Genetic and Evolutionary Computation Conference (GECCO), 2024. @inproceedings{kuroki-gecco-2024,
title = {Classical Thermodynamics-based Parallel Annealing Algorithm for High-speed and Robust Combinatorial Optimization},
author = {Kyo Kuroki and Satoru Jimbo and Thiem Van Chu and Masato Motomura and Kazushi Kawamura},
year = {2024},
date = {2024-07-14},
booktitle = {The Genetic and Evolutionary Computation Conference (GECCO)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 2. | Tsukasa Yamakura, Kazushi Kawamura, Masato Motomura, Thiem Van Chu ETreeNet: Ensemble Model Fusing Decision Trees and Neural Networks for Small Tabular Data Proceedings Article In: International Joint Conference on Neural Networks (IJCNN), 2024. @inproceedings{yamakura-ijcnn-2024,
title = {ETreeNet: Ensemble Model Fusing Decision Trees and Neural Networks for Small Tabular Data},
author = {Tsukasa Yamakura and Kazushi Kawamura and Masato Motomura and Thiem Van Chu},
year = {2024},
date = {2024-06-30},
booktitle = {International Joint Conference on Neural Networks (IJCNN)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 3. | Junnosuke Suzuki, Mari Yasunaga, Kazushi Kawamura, Thiem Van Chu, Masato Motomura Progressive Variable Precision DNN with Bitwise Ternary Accumulation Proceedings Article In: International Conference on Artificial Intelligence Circuits and Systems (AICAS), 2024. @inproceedings{suzuki-aicas-2024,
title = {Progressive Variable Precision DNN with Bitwise Ternary Accumulation},
author = {Junnosuke Suzuki and Mari Yasunaga and Kazushi Kawamura and Thiem Van Chu and Masato Motomura},
year = {2024},
date = {2024-04-23},
booktitle = {International Conference on Artificial Intelligence Circuits and Systems (AICAS)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 4. | 黒木 響, 神保 聡, Thiem Van Chu, 本村 真人, 川村 一志 平均場アニーリングに基づく高性能全並列型アニーリングアルゴリズム Technical Report 第11回量子ソフトウェア研究会, 2024. @techreport{kuroki-qsken-202403,
title = {平均場アニーリングに基づく高性能全並列型アニーリングアルゴリズム},
author = {黒木 響 and 神保 聡 and Thiem Van Chu and 本村 真人 and 川村 一志},
year = {2024},
date = {2024-03-28},
address = {第11回量子ソフトウェア研究会},
keywords = {Technical Reports},
pubstate = {published},
tppubtype = {techreport}
}
|
| 5. | Satoru Jimbo, Tatsuhiko Shirai, Nozomu Togawa, Masato Motomura, Kazushi Kawamura A GPU-Based Ising Machine With a Multi-Spin-Flip Capability for Constrained Combinatorial Optimization Journal Article In: IEEE Access, 2024. @article{ieee-access-jimbo-2024,
title = {A GPU-Based Ising Machine With a Multi-Spin-Flip Capability for Constrained Combinatorial Optimization},
author = {Satoru Jimbo and Tatsuhiko Shirai and Nozomu Togawa and Masato Motomura and Kazushi Kawamura},
year = {2024},
date = {2024-03-21},
journal = {IEEE Access},
keywords = {Journal Papers},
pubstate = {published},
tppubtype = {article}
}
|
| 6. | Hikari Otsuka, Yasuyuki Okoshi, Ángel López García-Arias, Kazushi Kawamura, Thiem Van Chu, Masato Motomura Ramanujan Edge-Popup: Finding Strong Lottery Tickets with Ramanujan Graph Properties for Efficient DNN Inference Execution Proceedings Article In: Workshop on Synthesis And System Integration of Mixed Information Technologies (SASIMI), 2024. @inproceedings{otsuka-sasimi-2024,
title = {Ramanujan Edge-Popup: Finding Strong Lottery Tickets with Ramanujan Graph Properties for Efficient DNN Inference Execution},
author = {Hikari Otsuka and Yasuyuki Okoshi and Ángel López García-Arias and Kazushi Kawamura and Thiem Van Chu and Masato Motomura},
year = {2024},
date = {2024-03-12},
booktitle = {Workshop on Synthesis And System Integration of Mixed Information Technologies (SASIMI)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 7. | Yuta Nagahara, Jiale Yan, Kazushi Kawamura, Masato Motomura, Thiem Van Chu Sparse-Sparse Matrix Multiplication Accelerator on FPGA featuring Distribute-Merge Product Dataflow Proceedings Article In: Asia and South Pacific Design Automation Conference (ASP-DAC), 2024. @inproceedings{asp-dac-2024,
title = {Sparse-Sparse Matrix Multiplication Accelerator on FPGA featuring Distribute-Merge Product Dataflow},
author = {Yuta Nagahara and Jiale Yan and Kazushi Kawamura and Masato Motomura and Thiem Van Chu},
year = {2024},
date = {2024-01-25},
booktitle = {Asia and South Pacific Design Automation Conference (ASP-DAC)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 8. | Shungo Kumazawa, Jaehoon Yu, Kazushi Kawamura, Thiem Van Chu, Masato Motomura Toward Improving Ensemble-Based Collaborative Inference at the Edge Journal Article In: IEEE Access, 2024. @article{ieee-access-kumazawa-2024,
title = {Toward Improving Ensemble-Based Collaborative Inference at the Edge},
author = {Shungo Kumazawa and Jaehoon Yu and Kazushi Kawamura and Thiem Van Chu and Masato Motomura},
year = {2024},
date = {2024-01-08},
urldate = {2024-01-08},
journal = {IEEE Access},
keywords = {Journal Papers},
pubstate = {published},
tppubtype = {article}
}
|
| 9. | Masato Watanabe, Shungo Kumazawa, Thiem Van Chu, Kazushi Kawamura, Jaehoon Yu, Masato Motomura Exploration of Hyperdimensional Computing Using Locality-Sensitive Hashing Mechanism on FPGA Proceedings Article In: International Conference on Consumer Electronics (ICCE), 2024. @inproceedings{icce-2024-04,
title = {Exploration of Hyperdimensional Computing Using Locality-Sensitive Hashing Mechanism on FPGA},
author = {Masato Watanabe and Shungo Kumazawa and Thiem Van Chu and Kazushi Kawamura and Jaehoon Yu and Masato Motomura},
year = {2024},
date = {2024-01-05},
booktitle = {International Conference on Consumer Electronics (ICCE)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 10. | Mari Yasunaga, Junnosuke Suzuki, Masato Watanabe, Kazushi Kawamura, Thiem Van Chu, Masato Motomura High Throughput Datapath Design for Vision Permutator FPGA Accelerator Proceedings Article In: International Conference on Consumer Electronics (ICCE), 2024. @inproceedings{icce-2024-03,
title = {High Throughput Datapath Design for Vision Permutator FPGA Accelerator},
author = {Mari Yasunaga and Junnosuke Suzuki and Masato Watanabe and Kazushi Kawamura and Thiem Van Chu and Masato Motomura},
year = {2024},
date = {2024-01-05},
urldate = {2024-01-05},
booktitle = {International Conference on Consumer Electronics (ICCE)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 11. | Yuki Ichikawa, Akihiro Shioda, Kazushi Kawamura, Thiem Van Chu, Masato Motomura An Accurate FPGA-Based ORB Feature Extractor for SLAM with Row-Wise Keypoint Selection Proceedings Article In: International Conference on Consumer Electronics (ICCE), 2024. @inproceedings{icce-2024-02,
title = {An Accurate FPGA-Based ORB Feature Extractor for SLAM with Row-Wise Keypoint Selection},
author = {Yuki Ichikawa and Akihiro Shioda and Kazushi Kawamura and Thiem Van Chu and Masato Motomura},
year = {2024},
date = {2024-01-05},
booktitle = {International Conference on Consumer Electronics (ICCE)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 12. | Yuta Nagahara, Jiale Yan, Kazushi Kawamura, Masato Motomura, Thiem Van Chu Efficient COO to CSR Conversion for Accelerating Sparse Matrix Processing on FPGA Proceedings Article In: International Conference on Consumer Electronics (ICCE), 2024. @inproceedings{icce-2024-01,
title = {Efficient COO to CSR Conversion for Accelerating Sparse Matrix Processing on FPGA},
author = {Yuta Nagahara and Jiale Yan and Kazushi Kawamura and Masato Motomura and Thiem Van Chu},
year = {2024},
date = {2024-01-05},
booktitle = {International Conference on Consumer Electronics (ICCE)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2023
|
| 13. | Junnosuke Suzuki, Jaehoon Yu, Mari Yasunaga, Ángel López García-Arias, Yasuyuki Okoshi, Shungo Kumazawa, Kota Ando, Kazushi Kawamura, Thiem Van Chu, Masato Motomura Pianissimo: A Sub-mW Class DNN Accelerator With Progressively Adjustable Bit-Precision Journal Article In: IEEE Access, 2023. @article{ieee-access-pianissimo,
title = {Pianissimo: A Sub-mW Class DNN Accelerator With Progressively Adjustable Bit-Precision},
author = {Junnosuke Suzuki and Jaehoon Yu and Mari Yasunaga and Ángel López García-Arias and Yasuyuki Okoshi and Shungo Kumazawa and Kota Ando and Kazushi Kawamura and Thiem Van Chu and Masato Motomura},
year = {2023},
date = {2023-12-26},
journal = {IEEE Access},
keywords = {Journal Papers},
pubstate = {published},
tppubtype = {article}
}
|
| 14. | Mari Yasunaga, Junnosuke Suzuki, Masato Watanabe, Kazushi Kawamura, Thiem Van Chu, Jaehoon Yu, Masato Motomura A Highly Accurate and Parallel Vision MLP FPGA Accelerator based on FP7/8 SIMD Operations Proceedings Article In: International Symposium on Embedded Multicore/Many-core Systems-on-Chip (MCSoC), 2023. @inproceedings{mcsoc-2023-yasunaga,
title = {A Highly Accurate and Parallel Vision MLP FPGA Accelerator based on FP7/8 SIMD Operations},
author = {Mari Yasunaga and Junnosuke Suzuki and Masato Watanabe and Kazushi Kawamura and Thiem Van Chu and Jaehoon Yu and Masato Motomura},
year = {2023},
date = {2023-12-18},
booktitle = {International Symposium on Embedded Multicore/Many-core Systems-on-Chip (MCSoC)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 15. | Masato Motomura [Invited - Keynote] The Future of Low-bitwidth Reconfigurable and Parallel AI Computing Presentation International Conference on Field-Programmable Technology (FPT), 12.12.2023. @misc{fpt2023,
title = {[Invited - Keynote] The Future of Low-bitwidth Reconfigurable and Parallel AI Computing},
author = {Masato Motomura},
year = {2023},
date = {2023-12-12},
address = {International Conference on Field-Programmable Technology (FPT)},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 16. | Daiki Okonogi, Satoru Jimbo, Kota Ando, Thiem Van Chu, Jaehoon Yu, Masato Motomura, Kazushi Kawamura A Fully-Parallel Annealing Algorithm with Autonomous Pinning Effect Control for Various Combinatorial Optimization Problems Journal Article In: IEICE TRANSACTIONS on Information and Systems, vol. E106-D, no. 12, pp. 1969-1978, 2023, ISSN: 1745-1361. @article{okonogi-IEICE-2023,
title = {A Fully-Parallel Annealing Algorithm with Autonomous Pinning Effect Control for Various Combinatorial Optimization Problems},
author = {Daiki Okonogi and Satoru Jimbo and Kota Ando and Thiem Van Chu and Jaehoon Yu and Masato Motomura and Kazushi Kawamura},
doi = {10.1587/transinf.2023PAP0003},
issn = {1745-1361},
year = {2023},
date = {2023-12-01},
journal = {IEICE TRANSACTIONS on Information and Systems},
volume = {E106-D},
number = {12},
pages = {1969-1978},
abstract = {Annealing computation has recently attracted attention as it can efficiently solve combinatorial optimization problems using an Ising spin-glass model. Stochastic cellular automata annealing (SCA) is a promising algorithm that can realize fast spin-update by utilizing its parallel computing capability. However, in SCA, pinning effect control to suppress the spin-flip probability is essential, making escaping from local minima more difficult than serial spin-update algorithms, depending on the problem. This paper proposes a novel approach called APC-SCA (Autonomous Pinning effect Control SCA), where the pinning effect can be controlled autonomously by focusing on individual spin-flip. The evaluation results using max-cut, N-queen, and traveling salesman problems demonstrate that APC-SCA can obtain better solutions than the original SCA that uses pinning effect control pre-optimized by a grid search. Especially in solving traveling salesman problems, we confirm that the tour distance obtained by APC-SCA is up to 56.3% closer to the best-known compared to the conventional approach.},
keywords = {Journal Papers},
pubstate = {published},
tppubtype = {article}
}
Annealing computation has recently attracted attention as it can efficiently solve combinatorial optimization problems using an Ising spin-glass model. Stochastic cellular automata annealing (SCA) is a promising algorithm that can realize fast spin-update by utilizing its parallel computing capability. However, in SCA, pinning effect control to suppress the spin-flip probability is essential, making escaping from local minima more difficult than serial spin-update algorithms, depending on the problem. This paper proposes a novel approach called APC-SCA (Autonomous Pinning effect Control SCA), where the pinning effect can be controlled autonomously by focusing on individual spin-flip. The evaluation results using max-cut, N-queen, and traveling salesman problems demonstrate that APC-SCA can obtain better solutions than the original SCA that uses pinning effect control pre-optimized by a grid search. Especially in solving traveling salesman problems, we confirm that the tour distance obtained by APC-SCA is up to 56.3% closer to the best-known compared to the conventional approach. |
| 17. | Daiki Okonogi, Satoru Jimbo, Kota Ando, Thiem Van Chu, Jaehoon Yu, Masato Motomura, Kazushi Kawamura A Fully-Parallel Annealing Algorithm with Autonomous Pinning Effect Control for Various Combinatorial Optimization Problems Journal Article In: IEICE Transactions on Information and Systems, 2023. @article{ieice-d-2023-okonogi,
title = {A Fully-Parallel Annealing Algorithm with Autonomous Pinning Effect Control for Various Combinatorial Optimization Problems},
author = {Daiki Okonogi and Satoru Jimbo and Kota Ando and Thiem Van Chu and Jaehoon Yu and Masato Motomura and Kazushi Kawamura},
year = {2023},
date = {2023-12-01},
journal = {IEICE Transactions on Information and Systems},
keywords = {Journal Papers},
pubstate = {published},
tppubtype = {article}
}
|
| 18. | Bruno Hideki Fukushima-Kimura, Satoshi Handa, Katsuhiro Kamakura, Yoshinori Kamijima, Kazushi Kawamura, Akira Sakai Mixing time and simulated annealing for the stochastic cellular automata Journal Article In: Journal of Statistical Physics, vol. 190, no. 79, pp. 1-20, 2023. @article{bruno-journal-2023-2,
title = {Mixing time and simulated annealing for the stochastic cellular automata},
author = {Bruno Hideki Fukushima-Kimura and Satoshi Handa and Katsuhiro Kamakura and Yoshinori Kamijima and Kazushi Kawamura and Akira Sakai},
doi = {10.1007/s10955-023-03090-x},
year = {2023},
date = {2023-12-01},
journal = {Journal of Statistical Physics},
volume = {190},
number = {79},
pages = {1-20},
keywords = {Journal Papers},
pubstate = {published},
tppubtype = {article}
}
|
| 19. | Bruno Hideki Fukushima-Kimura, Yoshinori Kamijima, Kazushi Kawamura, Akira Sakai Stochastic optimization: Glauber dynamics versus stochastic cellular automata Journal Article In: Transactions of the Institute of Systems, Control and Information Engineers, vol. 36, no. 1, pp. 9-16, 2023. @article{bruno-journal-2023-1,
title = {Stochastic optimization: Glauber dynamics versus stochastic cellular automata},
author = {Bruno Hideki Fukushima-Kimura and Yoshinori Kamijima and Kazushi Kawamura and Akira Sakai},
doi = {10.5687/iscie.36.9},
year = {2023},
date = {2023-12-01},
journal = {Transactions of the Institute of Systems, Control and Information Engineers},
volume = {36},
number = {1},
pages = {9-16},
keywords = {Journal Papers},
pubstate = {published},
tppubtype = {article}
}
|
| 20. | 大塚 光莉 [優秀構想発表賞] ニューラルネットワークの学習コスト削減に向けた学習前刈込・強い宝くじ仮説の研究 Presentation 東京工業大学 情報通信コース 構想発表会, 30.11.2023. @misc{award-ict-otsuka-2023,
title = {[優秀構想発表賞] ニューラルネットワークの学習コスト削減に向けた学習前刈込・強い宝くじ仮説の研究},
author = {大塚 光莉},
year = {2023},
date = {2023-11-30},
address = {東京工業大学 情報通信コース 構想発表会},
keywords = {Awards},
pubstate = {published},
tppubtype = {presentation}
}
|
| 21. | Masato Motomura [Invited] AI Computing - Tackling the Explosions of Data to Process and Decisions to Make Presentation Samsung AI Forum, 07.11.2023. @misc{samsung-ai-forum-2023,
title = {[Invited] AI Computing - Tackling the Explosions of Data to Process and Decisions to Make},
author = {Masato Motomura},
year = {2023},
date = {2023-11-07},
address = {Samsung AI Forum},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 22. | 本村 真人 [Invited] 超高次元分散ベクトル表現を基軸とする 融合型AIコンピューティング基盤の開拓 Presentation 科研費学術変革AFSA領域集会, 24.10.2023. @misc{kaken-gakujutsu-2023,
title = {[Invited] 超高次元分散ベクトル表現を基軸とする 融合型AIコンピューティング基盤の開拓},
author = {本村 真人},
year = {2023},
date = {2023-10-24},
urldate = {2023-10-24},
address = {科研費学術変革AFSA領域集会},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 23. | Alireza Khadem, Daichi Fujiki, Nishil Talati, Scott A. Mahlke, Reetuparna Das [Best Paper Nomination] Vector-Processing for Mobile Devices: Benchmark and Analysis Proceedings Article In: IEEE International Symposium on Workload Characterization, 2023. @inproceedings{iiswc-2023,
title = {[Best Paper Nomination] Vector-Processing for Mobile Devices: Benchmark and Analysis},
author = {Alireza Khadem and Daichi Fujiki and Nishil Talati and Scott A. Mahlke and Reetuparna Das},
year = {2023},
date = {2023-10-02},
booktitle = {IEEE International Symposium on Workload Characterization},
keywords = {Awards, Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 24. | 川村 一志 [Invited] 学習/数理モデルに基づく時空間展開型アーキテクチャの創出と応用プロジェクトの社会実装 Presentation 第22回情報科学技術フォーラム（FIT 2023）, 08.09.2023, (イベント企画 Society 5.0社会のためのコンピューティング技術をどう生かすか？). @misc{kawamura-FIT2023-event,
title = {[Invited] 学習/数理モデルに基づく時空間展開型アーキテクチャの創出と応用プロジェクトの社会実装},
author = {川村 一志},
year = {2023},
date = {2023-09-08},
urldate = {2023-09-08},
address = {第22回情報科学技術フォーラム（FIT 2023）},
note = {イベント企画 Society 5.0社会のためのコンピューティング技術をどう生かすか？},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 25. | 川村 一志 [Invited] 問題に応じて計算手法を選択・最適化するアニーリングプロセッサLSI「Amorphica」 Presentation 第22回情報科学技術フォーラム（FIT 2023）, 08.09.2023, (トップコンファレンス6-2 ハードウェア). @misc{kawamura-FIT2023-topconf,
title = {[Invited] 問題に応じて計算手法を選択・最適化するアニーリングプロセッサLSI「Amorphica」},
author = {川村 一志},
year = {2023},
date = {2023-09-08},
urldate = {2023-09-08},
address = {第22回情報科学技術フォーラム（FIT 2023）},
note = {トップコンファレンス6-2 ハードウェア},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 26. | 本村 真人 [Invited] 動的再構成プロセッサの研究開発と事業化 及びAI分野への展開 Presentation 半導体産業人協会, 07.08.2023. @misc{handoutai-sangyou-2023,
title = {[Invited] 動的再構成プロセッサの研究開発と事業化 及びAI分野への展開},
author = {本村 真人},
year = {2023},
date = {2023-08-07},
address = {半導体産業人協会},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 27. | 鈴木 淳之介, 安永 真梨, Ángel López García-Arias, 大越 康之, 熊澤 峻悟, 安藤 洸太, 川村 一志, Thiem Van Chu, 本村 真人 [研究会優秀講演賞-若手部門] Pianissimo: エッジでの適応的な推論を実現するサブmWクラスDNNアクセラレータ Technical Report 電子情報通信学会 リコンフィギャラブルシステム研究会 (RECONF), 2023. @techreport{suzuki-SWoPP2023,
title = {[研究会優秀講演賞-若手部門] Pianissimo: エッジでの適応的な推論を実現するサブmWクラスDNNアクセラレータ},
author = {鈴木 淳之介 and 安永 真梨 and Ángel López García-Arias and 大越 康之 and 熊澤 峻悟 and 安藤 洸太 and 川村 一志 and Thiem Van Chu and 本村 真人},
year = {2023},
date = {2023-08-04},
urldate = {2023-08-04},
issue = {並列／分散／協調処理に関するサマー・ワークショップ (SWoPP)},
address = {電子情報通信学会 リコンフィギャラブルシステム研究会 (RECONF)},
keywords = {Awards, Technical Reports},
pubstate = {published},
tppubtype = {techreport}
}
|
| 28. | 本村 真人 [Invited] エッジ知能の実現に向けた低ビット幅表現・並列処理AIエンジン群の研究 Presentation ITE-ITS研究会, 01.08.2023. @misc{ite-its-2023,
title = {[Invited] エッジ知能の実現に向けた低ビット幅表現・並列処理AIエンジン群の研究},
author = {本村 真人},
year = {2023},
date = {2023-08-01},
address = {ITE-ITS研究会},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 29. | 本村 真人 [Invited] AIエッジの今後を展望する Presentation NEDO AIエッジ事業報告会, 27.07.2023. @misc{nedo-ai-edge-2023,
title = {[Invited] AIエッジの今後を展望する},
author = {本村 真人},
year = {2023},
date = {2023-07-27},
address = {NEDO AIエッジ事業報告会},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 30. | 鈴木 淳之介, 安永 真梨, Ángel López García-Arias, 大越 康之, 熊澤 峻悟, 安藤 洸太, 川村 一志, Thiem Van Chu, 本村 真人 [Invited] Pianissimo: A Sub-mW Class DNN Accelerator with Progressive Bit-by-Bit Datapath Architecture for Adaptive Inference at Edge Presentation Symposia on VLSI Technology/Circuits 国内報告会, 25.07.2023. @misc{suzuki-VLSI2023-invited,
title = {[Invited] Pianissimo: A Sub-mW Class DNN Accelerator with Progressive Bit-by-Bit Datapath Architecture for Adaptive Inference at Edge},
author = {鈴木 淳之介 and 安永 真梨 and Ángel López García-Arias and 大越 康之 and 熊澤 峻悟 and 安藤 洸太 and 川村 一志 and Thiem Van Chu and 本村 真人},
year = {2023},
date = {2023-07-25},
urldate = {2023-07-25},
howpublished = {Symposia on VLSI Technology/Circuits 国内報告会},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 31. | 山倉 司, 川村 一志, 本村 真人, Thiem Van Chu 表形式データを対象とした決定木とニューラルネットワークの融合型機械学習手法の研究 Technical Report 情報論的学習理論と機械学習研究会（IBISML）, 2023. @techreport{yamakura_ibisml2023,
title = {表形式データを対象とした決定木とニューラルネットワークの融合型機械学習手法の研究},
author = {山倉 司 and 川村 一志 and 本村 真人 and Thiem Van Chu},
year = {2023},
date = {2023-06-29},
urldate = {2023-06-29},
issue = {情報論的学習理論と機械学習研究会（IBISML）},
address = {情報論的学習理論と機械学習研究会（IBISML）},
keywords = {Technical Reports},
pubstate = {published},
tppubtype = {techreport}
}
|
| 32. | Junnosuke Suzuki, Jaehoon Yu, Mari Yasunaga, Ángel López García-Arias, Yasuyuki Okoshi, Shungo Kumazawa, Kota Ando, Kazushi Kawamura, Thiem Van Chu, Masato Motomura Pianissimo: A Sub-mW Class DNN Accelerator with Progressive Bit-by-Bit Datapath Architecture for Adaptive Inference at Edge Conference Symposium on VLSI Technology and Circuits, 2023, 2023. @conference{suzuki-vssympo-2023,
title = {Pianissimo: A Sub-mW Class DNN Accelerator with Progressive Bit-by-Bit Datapath Architecture for Adaptive Inference at Edge},
author = {Junnosuke Suzuki and Jaehoon Yu and Mari Yasunaga and Ángel López García-Arias and Yasuyuki Okoshi and Shungo Kumazawa and Kota Ando and Kazushi Kawamura and Thiem Van Chu and Masato Motomura},
year = {2023},
date = {2023-06-14},
booktitle = {Symposium on VLSI Technology and Circuits, 2023},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {conference}
}
|
| 33. | Masato Motomura [Keynote] Tackling the Explosions of Data and Solutions with Low-Bitwidth Computing Architectures Presentation IEEE International Symposium on Multiple-Valued Logic (ISMVL), 22.05.2023. @misc{motomura-ISMVL-2023,
title = {[Keynote] Tackling the Explosions of Data and Solutions with Low-Bitwidth Computing Architectures},
author = {Masato Motomura},
year = {2023},
date = {2023-05-22},
urldate = {2023-05-22},
address = {IEEE International Symposium on Multiple-Valued Logic (ISMVL)},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 34. | 大塚 光莉, 大越 康之, Ángel López García-Arias, 川村 一志, Thiem Van Chu, 劉載勲, 本村 真人 強い宝くじ仮説に基づく超軽量物体検出ニューラルネットワーク Technical Report パターン認識・メディア理解研究会 (PRMU) , 2023. @techreport{otsuka-PRMU-2023,
title = {強い宝くじ仮説に基づく超軽量物体検出ニューラルネットワーク},
author = {大塚 光莉 and 大越 康之 and Ángel López García-Arias and 川村 一志 and Thiem Van Chu and 劉載勲 and 本村 真人},
year = {2023},
date = {2023-05-19},
urldate = {2023-05-19},
address = {パターン認識・メディア理解研究会 (PRMU) },
keywords = {Technical Reports},
pubstate = {published},
tppubtype = {techreport}
}
|
| 35. | 本村 真人 [Invited] 非フォンノイマン・デジタル コンピューティングの研究動向 Presentation JST ALCAnextワークショップ, 15.05.2023. @misc{jst-alcanext-2023,
title = {[Invited] 非フォンノイマン・デジタル コンピューティングの研究動向},
author = {本村 真人},
year = {2023},
date = {2023-05-15},
address = {JST ALCAnextワークショップ},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 36. | 井上 源太, 小此木 大輝, Thiem Van Chu, 劉 載勲, 本村 真人, 川村 一志 [優秀ポスター賞-学生部門] アニーリングプロセッサにおける解探索効率化のための動的温度制御法の検討 Technical Report LSIとシステムのワークショップ, 2023. @techreport{inoue-lsi-systems-2023,
title = {[優秀ポスター賞-学生部門] アニーリングプロセッサにおける解探索効率化のための動的温度制御法の検討},
author = {井上 源太 and 小此木 大輝 and Thiem Van Chu and 劉 載勲 and 本村 真人 and 川村 一志},
year = {2023},
date = {2023-05-10},
urldate = {2023-05-10},
address = {LSIとシステムのワークショップ},
keywords = {Awards, Technical Reports},
pubstate = {published},
tppubtype = {techreport}
}
|
| 37. | Thiem Van Chu, Yu Mizutani, Yuta Nagahara, Shungo Kumazawa, Kazushi Kawamura, Jaehoon Yu, Masato Motomura Decision Forest Training Accelerator Based on Binary Feature Decomposition Proceedings Article In: International Symposium on Field-Programmable Custom Computing Machines (FCCM), 2023. @inproceedings{fccm-2023-thiem,
title = {Decision Forest Training Accelerator Based on Binary Feature Decomposition},
author = {Thiem Van Chu and Yu Mizutani and Yuta Nagahara and Shungo Kumazawa and Kazushi Kawamura and Jaehoon Yu and Masato Motomura},
year = {2023},
date = {2023-05-09},
booktitle = {International Symposium on Field-Programmable Custom Computing Machines (FCCM)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 38. | Genta Inoue, Daiki Okonogi, Thiem Van Chu, Jaehoon Yu, Masato Motomura, Kazushi Kawamura Flexibly Controllable Dynamic Cooling Methods for Solid-State Annealing Processors to Improve Combinatorial Optimization Performance Proceedings Article In: IEEE Symposium on Low-Power and High-Speed Chips and Systems, COOL Chips 26, 2023. @inproceedings{inoue-coolchips2023,
title = {Flexibly Controllable Dynamic Cooling Methods for Solid-State Annealing Processors to Improve Combinatorial Optimization Performance},
author = {Genta Inoue and Daiki Okonogi and Thiem Van Chu and Jaehoon Yu and Masato Motomura and Kazushi Kawamura},
year = {2023},
date = {2023-04-21},
urldate = {2023-04-21},
booktitle = {IEEE Symposium on Low-Power and High-Speed Chips and Systems, COOL Chips 26},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 39. | Jiale Yan, Masato Motomura [Best Poster Award] Optimized Deep MLP for Tensor Train-based Inference Engine Proceedings Article In: IEEE Symposium on Low-Power and High-Speed Chips and Systems (COOL Chips), 2023. @inproceedings{jiale-coolchips2023,
title = {[Best Poster Award] Optimized Deep MLP for Tensor Train-based Inference Engine},
author = {Jiale Yan and Masato Motomura},
year = {2023},
date = {2023-04-21},
urldate = {2023-04-21},
booktitle = {IEEE Symposium on Low-Power and High-Speed Chips and Systems (COOL Chips)},
keywords = {Awards, Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 40. | Kazushi Kawamura, Jaehoon Yu, Daiki Okonogi, Satoru Jimbo, Genta Inoue, Akira Hyodo, Ángel López García-Arias, Kota Ando, Bruno Hideki Fukushima-Kimura, Ryota Yasudo, Thiem Van Chu, Masato Motomura
Amorphica: 4-Replica 512 Fully Connected Spin 336MHz Metamorphic Annealer with Programmable Optimization Strategy and Compressed-Spin-Transfer Multi-Chip Extension Proceedings Article In: International Solid-State Circuits Conference (ISSCC), 2023. @inproceedings{amorphica-isscc2023,
title = {Amorphica: 4-Replica 512 Fully Connected Spin 336MHz Metamorphic Annealer with Programmable Optimization Strategy and Compressed-Spin-Transfer Multi-Chip Extension},
author = {Kazushi Kawamura and Jaehoon Yu and Daiki Okonogi and Satoru Jimbo and Genta Inoue and Akira Hyodo and Ángel López García-Arias and Kota Ando and Bruno Hideki Fukushima-Kimura and Ryota Yasudo and Thiem Van Chu and Masato Motomura
},
year = {2023},
date = {2023-02-19},
urldate = {2023-02-19},
booktitle = {International Solid-State Circuits Conference (ISSCC)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 41. | Ángel López García-Arias, Yasuyuki Okoshi, Masanori Hashimoto, Masato Motomura, Jaehoon Yu Recurrent Residual Networks Contain Stronger Lottery Tickets Journal Article In: IEEE Access, vol. 11, pp. 16588-16604, 2023. @article{lopez-ieeeaccess2023,
title = {Recurrent Residual Networks Contain Stronger Lottery Tickets},
author = {Ángel López García-Arias and Yasuyuki Okoshi and Masanori Hashimoto and Masato Motomura and Jaehoon Yu},
doi = {10.1109/ACCESS.2023.3245808},
year = {2023},
date = {2023-02-15},
urldate = {2023-02-15},
journal = {IEEE Access},
volume = {11},
pages = {16588-16604},
keywords = {Journal Papers},
pubstate = {published},
tppubtype = {article}
}
|
| 42. | Jiale Yan, Kota Ando, Jaehoon Yu, Masato Motomura TT-MLP: Tensor Train Decomposition on Deep MLPs Journal Article In: IEEE Access, vol. 11, pp. 10398-10411, 2023. @article{jiale-ieeeaccess-2023,
title = {TT-MLP: Tensor Train Decomposition on Deep MLPs},
author = {Jiale Yan and Kota Ando and Jaehoon Yu and Masato Motomura},
doi = {10.1109/ACCESS.2023.3240784},
year = {2023},
date = {2023-01-30},
urldate = {2023-01-30},
journal = {IEEE Access},
volume = {11},
pages = {10398-10411},
keywords = {Journal Papers},
pubstate = {published},
tppubtype = {article}
}
|
| 43. | 安永 真梨, 鈴木 淳之介, 川村 一志, Thiem Van Chu, 本村 真人, 劉 載勲 FP8 SIMD演算に基づく高精度・高並列なFPGA向けNNアクセラレータ Technical Report 人工知能学会研究会資料 人工知能基本問題研究会 (SIG-FPAI), 2023. @techreport{yasunaga-sig-fpai,
title = {FP8 SIMD演算に基づく高精度・高並列なFPGA向けNNアクセラレータ},
author = {安永 真梨 and 鈴木 淳之介 and 川村 一志 and Thiem Van Chu and 本村 真人 and 劉 載勲},
year = {2023},
date = {2023-01-20},
urldate = {2023-01-20},
address = {人工知能学会研究会資料 人工知能基本問題研究会 (SIG-FPAI)},
keywords = {Technical Reports},
pubstate = {published},
tppubtype = {techreport}
}
|
| 44. | 塩田 晃弘, 市川 雄樹, 川村 一志, Thiem Van Chu, 本村 真人, 劉 載勲 同変性ネットワークに基づく自律走行向け強化学習手法 Technical Report 人工知能学会研究会資料 人工知能基本問題研究会 (SIG-FPAI), 2023. @techreport{shioda-sig-fpai,
title = {同変性ネットワークに基づく自律走行向け強化学習手法},
author = {塩田 晃弘 and 市川 雄樹 and 川村 一志 and Thiem Van Chu and 本村 真人 and 劉 載勲},
year = {2023},
date = {2023-01-20},
urldate = {2023-01-20},
address = {人工知能学会研究会資料 人工知能基本問題研究会 (SIG-FPAI)},
keywords = {Technical Reports},
pubstate = {published},
tppubtype = {techreport}
}
|
2022
|
| 45. | Masato Motomura [Invited] AI Algorithm Innovation Calls for Innovative AI Accelerator Designs Presentation NSTC-JST (Taiwan-Japan) Joint Workshop, Tainan, Taiwan, 19.12.2022. @misc{motomura-nstc-jst-202212,
title = {[Invited] AI Algorithm Innovation Calls for Innovative AI Accelerator Designs},
author = {Masato Motomura},
year = {2022},
date = {2022-12-19},
address = {NSTC-JST (Taiwan-Japan) Joint Workshop, Tainan, Taiwan},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 46. | Satoru Jimbo, Daiki Okonogi, Kota Ando, Thiem Van Chu, Jaehoon Yu, Masato Motomura, Kazushi Kawamura A Hybrid Integer Encoding Method for Obtaining High-quality Solutions of Quadratic Knapsack Problems on Solid-state Annealers Journal Article In: IEICE Transactions on Information and Systems, 2022. @article{ieice-d-2022-jimbo,
title = {A Hybrid Integer Encoding Method for Obtaining High-quality Solutions of Quadratic Knapsack Problems on Solid-state Annealers},
author = {Satoru Jimbo and Daiki Okonogi and Kota Ando and Thiem Van Chu and Jaehoon Yu and Masato Motomura and Kazushi Kawamura},
year = {2022},
date = {2022-12-01},
journal = {IEICE Transactions on Information and Systems},
keywords = {Journal Papers},
pubstate = {published},
tppubtype = {article}
}
|
| 47. | 本村 真人 [Invited] エッジAIの現状と展望: アルゴリズムと ハードウェアの協創の観点から Presentation パナソニックシンポジウム，門真市, 01.12.2022. @misc{motomura-panasonic-202212,
title = {[Invited] エッジAIの現状と展望: アルゴリズムと ハードウェアの協創の観点から},
author = {本村 真人},
year = {2022},
date = {2022-12-01},
address = {パナソニックシンポジウム，門真市},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 48. | 本村 真人 [Invited] 動的再構成プロセッサの研究開発と事業化 及びAI分野への展開 Presentation 山崎貞一賞受賞式典，日本学士院, 30.11.2022. @misc{motomura-yamazaki-teiichi,
title = {[Invited] 動的再構成プロセッサの研究開発と事業化 及びAI分野への展開},
author = {本村 真人},
year = {2022},
date = {2022-11-30},
urldate = {2022-11-30},
address = {山崎貞一賞受賞式典，日本学士院},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 49. | 本村 真人 [第22回山﨑貞一賞-半導体及びシステム・情報・エレクトロニクス分野] 動的再構成プロセッサの研究開発と事業化及びAI分野への展開 Presentation 30.11.2022. @misc{yamazaki-award-2022,
title = {[第22回山﨑貞一賞-半導体及びシステム・情報・エレクトロニクス分野] 動的再構成プロセッサの研究開発と事業化及びAI分野への展開},
author = {本村 真人},
year = {2022},
date = {2022-11-30},
keywords = {Awards},
pubstate = {published},
tppubtype = {presentation}
}
|
| 50. | 本村 真人 [Invited] 学習/数理モデルに基づく時空間展開型アーキテクチャ Presentation 東京大学情報理工学系セミナー, 14.11.2022. @misc{motomura-utokyo-202211,
title = {[Invited] 学習/数理モデルに基づく時空間展開型アーキテクチャ},
author = {本村 真人},
year = {2022},
date = {2022-11-14},
address = {東京大学情報理工学系セミナー},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|