2023
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| 1. | 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 Inproceedings 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}
}
|
| 2. | 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}
}
|
| 3. | 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}
}
|
2022
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| 4. | 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}
}
|
| 5. | 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}
}
|
| 6. | 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}
}
|
| 7. | 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}
}
|
| 8. | 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}
}
|
| 9. | Jaehoon Yu [Invited] Hiddenite: CNN Inference Accelerator for Randomly Weighted Neural Networks Presentation International Conference on Solid State Devices and Materials (SSDM), 28.09.2022. @misc{yu-ssdm2022,
title = {[Invited] Hiddenite: CNN Inference Accelerator for Randomly Weighted Neural Networks},
author = {Jaehoon Yu},
year = {2022},
date = {2022-09-28},
address = {International Conference on Solid State Devices and Materials (SSDM)},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 10. | 廣瀨 一俊 [Invited] Hiddenite: オンチップモデル構築を用いる隠れニューラルネットワーク理論の推論テンソルエンジン Presentation 第21回情報科学技術フォーラム（FIT2022） トップコンファレンス7-1 リコンフィギャラブルシステム, 15.09.2022. @misc{hirose-fit2022,
title = {[Invited] Hiddenite: オンチップモデル構築を用いる隠れニューラルネットワーク理論の推論テンソルエンジン},
author = {廣瀨 一俊},
year = {2022},
date = {2022-09-15},
address = {第21回情報科学技術フォーラム（FIT2022） トップコンファレンス7-1 リコンフィギャラブルシステム},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 11. | Thiem Van Chu [Invited] 特徴空間事前分割型決定森推論アクセラレータ Presentation 第21回情報科学技術フォーラム（FIT2022） トップコンファレンス7-1 リコンフィギャラブルシステム, 15.09.2022. @misc{thiem-fit2022,
title = {[Invited] 特徴空間事前分割型決定森推論アクセラレータ},
author = {Thiem Van Chu},
year = {2022},
date = {2022-09-15},
address = {第21回情報科学技術フォーラム（FIT2022） トップコンファレンス7-1 リコンフィギャラブルシステム},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 12. | 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の創出と応用 Presentation CRESTコンピューティング基盤公開シンポジウム，JST本部，東京, 11.09.2022. @misc{motomura-crest2022,
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},
author = {本村 真人},
year = {2022},
date = {2022-09-11},
address = {CRESTコンピューティング基盤公開シンポジウム，JST本部，東京},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 13. | 劉 載勲 [Invited] 構造型情報処理基盤の確立を目指して Presentation 第35回 回路とシステムワークショップ, 19.08.2022. @misc{yu-kws35,
title = {[Invited] 構造型情報処理基盤の確立を目指して},
author = {劉 載勲},
year = {2022},
date = {2022-08-19},
address = {第35回 回路とシステムワークショップ},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 14. | 本村 真人 [Invited] 構造型情報処理に関する先駆的研究とそのAI情報処理への展開 Presentation 市村賞受賞記念フォーラム，ホテルメトロポリタン仙台，仙台, 19.08.2022. @misc{motomura-ichikawa-award,
title = {[Invited] 構造型情報処理に関する先駆的研究とそのAI情報処理への展開},
author = {本村 真人},
year = {2022},
date = {2022-08-19},
address = {市村賞受賞記念フォーラム，ホテルメトロポリタン仙台，仙台},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 15. | 本村 真人 [Invited] 隠れネットワーク理論に基づく新たなDNN推論エンジンチップ(Hiddenite)の紹介 Presentation 集積回路研究会（バーチャル開催）, 10.08.2022. @misc{motomura-icd2022,
title = {[Invited] 隠れネットワーク理論に基づく新たなDNN推論エンジンチップ(Hiddenite)の紹介},
author = {本村 真人},
year = {2022},
date = {2022-08-10},
address = {集積回路研究会（バーチャル開催）},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 16. | Masafumi Tanaka, Jaehoon Yu, Masaki Nakagawa, Naoya Tate, Masanori Hashimoto Investigating Small Device Implementation of FRET-based Optical Reservoir Computing Inproceedings In: The IEEE International Midwest Symposium on Circuits and Systems (MWSCAS), 2022. @inproceedings{mwscas2022,
title = {Investigating Small Device Implementation of FRET-based Optical Reservoir Computing},
author = {Masafumi Tanaka and Jaehoon Yu and Masaki Nakagawa and Naoya Tate and Masanori Hashimoto},
year = {2022},
date = {2022-08-07},
booktitle = {The IEEE International Midwest Symposium on Circuits and Systems (MWSCAS)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 17. | Yasuyuki Okoshi, Ángel López García-Arias, Kazutoshi Hirose, Kota Ando, Kazushi Kawamura, Thiem Van Chu, Masato Motomura, Jaehoon Yu Multicoated Supermasks Enhance Hidden Networks Inproceedings In: International Conference on Machine Learning (ICML), 2022. @inproceedings{icml2022-okoshi,
title = {Multicoated Supermasks Enhance Hidden Networks},
author = {Yasuyuki Okoshi and Ángel López García-Arias and Kazutoshi Hirose and Kota Ando and Kazushi Kawamura and Thiem Van Chu and Masato Motomura and Jaehoon Yu},
year = {2022},
date = {2022-07-23},
booktitle = {International Conference on Machine Learning (ICML)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 18. | Masato Motomura [Invited] Exploring AI Computing Architectures Toward Future SoC Presentation EECS Seminar, University of Toronto, Toronto, Canada, 22.07.2022. @misc{motomura-toronto2022,
title = {[Invited] Exploring AI Computing Architectures Toward Future SoC},
author = {Masato Motomura},
year = {2022},
date = {2022-07-22},
address = {EECS Seminar, University of Toronto, Toronto, Canada},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 19. | 本村 真人 [Invited] AI－コンピューティング－集積回路:技術変革のうねりとその未来 Presentation 第2回産総研次世代コンピューティング基盤開発拠点シンポジウム（バーチャル開催）, 01.07.2022. @misc{motomura-sansouken2022,
title = {[Invited] AI－コンピューティング－集積回路:技術変革のうねりとその未来},
author = {本村 真人},
year = {2022},
date = {2022-07-01},
address = {第2回産総研次世代コンピューティング基盤開発拠点シンポジウム（バーチャル開催）},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 20. | Masato Motomura [Keynote] Exploring AI Computing Architectures Toward Future SoC Presentation MPSoC2022, Megeve, France, 23.06.2022. @misc{motomura-mpsoc2022,
title = {[Keynote] Exploring AI Computing Architectures Toward Future SoC},
author = {Masato Motomura},
year = {2022},
date = {2022-06-23},
address = {MPSoC2022, Megeve, France},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 21. | Satida Sookpong, Teerasit Kasetkasem, Teera Phatrapornnant, Jaehoon Yu A Unhealthy Plant Identification System Using a Generative Adversarial Network Inproceedings In: International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI-CON), 2022. @inproceedings{ecticon2022,
title = {A Unhealthy Plant Identification System Using a Generative Adversarial Network},
author = {Satida Sookpong and Teerasit Kasetkasem and Teera Phatrapornnant and Jaehoon Yu},
year = {2022},
date = {2022-05-25},
booktitle = {International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI-CON)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 22. | Masanori Hashimoto, X Bai, Naoki Banno, Munehiro Tada, Toshitsugu Sakamoto, Jaehoon Yu, Ryutaro Doi, Hidetoshi Onodera, Takashi Imagawa, Hiroyuki Ochi Via-switch FPGA with transistor-free programmability enabling energy-efficient near-memory parallel computation Journal Article In: Japanese Journal of Applied Physics, 2022. @article{viaswitch-fpga-physics,
title = {Via-switch FPGA with transistor-free programmability enabling energy-efficient near-memory parallel computation},
author = {Masanori Hashimoto and X Bai and Naoki Banno and Munehiro Tada and Toshitsugu Sakamoto and Jaehoon Yu and Ryutaro Doi and Hidetoshi Onodera and Takashi Imagawa and Hiroyuki Ochi},
doi = {10.35848/1347-4065/ac6b81},
year = {2022},
date = {2022-04-28},
journal = {Japanese Journal of Applied Physics},
keywords = {Journal Papers},
pubstate = {published},
tppubtype = {article}
}
|
| 23. | 劉 載勲 [Invited] データ再利用性を考慮した高効率CNN推論アーキテクチャ Presentation 情報処理学会第84回全国大会, 04.03.2022. @misc{ipsj-yu-202203,
title = {[Invited] データ再利用性を考慮した高効率CNN推論アーキテクチャ},
author = {劉 載勲},
year = {2022},
date = {2022-03-04},
address = {情報処理学会第84回全国大会},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 24. | 本村 真人 [Invited] 知能コンピューティングを加速するアーキテクチャ基盤技術 Presentation 情報処理学会第84回全国大会, 04.03.2022. @misc{ipsj-motomura-202203,
title = {[Invited] 知能コンピューティングを加速するアーキテクチャ基盤技術},
author = {本村 真人},
year = {2022},
date = {2022-03-04},
address = {情報処理学会第84回全国大会},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 25. | Kazutoshi Hirose, Jaehoon Yu, Kota Ando, Yasuyuki Okoshi, Ángel López García-Arias, Junnosuke Suzuki, Thiem Van Chu, Kazushi Kawamura, Masato Motomura Hiddenite: 4K-PE Hidden Network Inference 4D-Tensor Engine Exploiting On-Chip Model Construction Achieving 34.8-to-16.0TOPS/W for CIFAR-100 and ImageNet Inproceedings In: International Solid-State Circuits Conference (ISSCC), 2022. @inproceedings{hiddenite-isscc2022,
title = {Hiddenite: 4K-PE Hidden Network Inference 4D-Tensor Engine Exploiting On-Chip Model Construction Achieving 34.8-to-16.0TOPS/W for CIFAR-100 and ImageNet},
author = {Kazutoshi Hirose and Jaehoon Yu and Kota Ando and Yasuyuki Okoshi and Ángel López García-Arias and Junnosuke Suzuki and Thiem Van Chu and Kazushi Kawamura and Masato Motomura},
year = {2022},
date = {2022-02-20},
booktitle = {International Solid-State Circuits Conference (ISSCC)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 26. | 本村 真人 [Invited] HotChips2021にみる機械学習アクセラレータの動向：東工大DNN推論アクセラレータの発表内容紹介，及びその他の同分野発表サマリ Presentation 第31回AIチップ設計拠点フォーラム, 28.01.2022. @misc{motomura-ai-chip-202201,
title = {[Invited] HotChips2021にみる機械学習アクセラレータの動向：東工大DNN推論アクセラレータの発表内容紹介，及びその他の同分野発表サマリ},
author = {本村 真人},
year = {2022},
date = {2022-01-28},
address = {第31回AIチップ設計拠点フォーラム},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
2021
|
| 27. | Thiem Van Chu, Ryuichi Kitajima, Kazushi Kawamura, Jaehoon Yu, Masato Motomura A High-Performance and Flexible FPGA Inference Accelerator for Decision Forests Based on Prior Feature Space Partitioning Inproceedings In: International Conference on Field-Programmable Technology (FPT), 2021. @inproceedings{thiem-fpt2021,
title = {A High-Performance and Flexible FPGA Inference Accelerator for Decision Forests Based on Prior Feature Space Partitioning},
author = {Thiem Van Chu and Ryuichi Kitajima and Kazushi Kawamura and Jaehoon Yu and Masato Motomura},
year = {2021},
date = {2021-12-06},
booktitle = {International Conference on Field-Programmable Technology (FPT)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 28. | Ángel López García-Arias, Masanori Hashimoto, Masato Motomura, Jaehoon Yu Hidden-Fold Networks: Random Recurrent Residuals Using Sparse Supermasks Inproceedings In: The British Machine Vision Conference (BMVC), 2021. @inproceedings{lopez-bmvc2021,
title = {Hidden-Fold Networks: Random Recurrent Residuals Using Sparse Supermasks},
author = {Ángel López García-Arias and Masanori Hashimoto and Masato Motomura and Jaehoon Yu},
year = {2021},
date = {2021-11-22},
booktitle = {The British Machine Vision Conference (BMVC)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 29. | 安藤 洸太 [Invited] ⼆値・三値・量⼦化ニューラルネットワークの推論LSIと学習アルゴリズム Presentation 多値論理研究会 多値論理フォーラム, 12.09.2021. @misc{MVL_Binary_invited,
title = {[Invited] ⼆値・三値・量⼦化ニューラルネットワークの推論LSIと学習アルゴリズム},
author = {安藤 洸太},
year = {2021},
date = {2021-09-12},
address = {多値論理研究会 多値論理フォーラム},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 30. | 雑誌記事 こんなとこにもイジングマシン Incollection In: 日経エレクトロニクス9月号，p.35-p37, 2021. @incollection{statica-nikkei,
title = {こんなとこにもイジングマシン},
author = {雑誌記事},
year = {2021},
date = {2021-09-01},
address = {日経エレクトロニクス9月号，p.35-p37},
keywords = {Press Releases},
pubstate = {published},
tppubtype = {incollection}
}
|
| 31. | 本村 真人 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 Presentation FIT2021, 27.08.2021. @misc{motomura-fit2021,
title = {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},
author = {本村 真人},
year = {2021},
date = {2021-08-27},
address = {FIT2021},
keywords = {Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 32. | 東工大プレスリリース スマホやロボットなどで高効率なAI処理を行うプロセッサーアーキテクチャーを開発 Incollection In: 2021, (NEDO共同広報，マイナビ，monoist，等に掲載). @incollection{descartes-pr2021,
title = {スマホやロボットなどで高効率なAI処理を行うプロセッサーアーキテクチャーを開発},
author = {東工大プレスリリース},
url = {https://www.titech.ac.jp/news/2021/061720},
year = {2021},
date = {2021-08-25},
note = {NEDO共同広報，マイナビ，monoist，等に掲載},
keywords = {Press Releases},
pubstate = {published},
tppubtype = {incollection}
}
|
| 33. | Kota Ando, Jaehoon Yu, Kazutoshi Hirose, Hiroki Nakahara, Kazushi Kawamura, Thiem Van Chu, Masato Motomura Edge Inference Engine for Deep & Random Sparse Neural Networks with 4-bit Cartesian-Product MAC Array and Pipelined Activation Aligner Inproceedings In: Hot Chips 33 (Poster), 2021. @inproceedings{ando-hotchips-2021,
title = {Edge Inference Engine for Deep & Random Sparse Neural Networks with 4-bit Cartesian-Product MAC Array and Pipelined Activation Aligner},
author = {Kota Ando and Jaehoon Yu and Kazutoshi Hirose and Hiroki Nakahara and Kazushi Kawamura and Thiem Van Chu and Masato Motomura},
year = {2021},
date = {2021-08-24},
booktitle = {Hot Chips 33 (Poster)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 34. | 本村 真人 [Invited] AIチップの現状と今後について Presentation JEITAシーオリエンテッド先端実装技術分科会, 28.07.2021. @misc{motomura-jeita-jul2021,
title = {[Invited] AIチップの現状と今後について},
author = {本村 真人},
year = {2021},
date = {2021-07-28},
address = {JEITAシーオリエンテッド先端実装技術分科会},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 35. | Masato Motomura [Invited] CGRAs for Broad Embedded Market & for Neural Networks Presentation Position Talk in the "Panel: Coarse-Grained Reconfigurable Arrays and their Opportunities as Application Accelerators," IEEE International Conference on Application-specific Systems, Architectures and Processors (ASAP), 08.07.2021. @misc{motomura-asap2021,
title = {[Invited] CGRAs for Broad Embedded Market & for Neural Networks},
author = {Masato Motomura},
year = {2021},
date = {2021-07-08},
address = {Position Talk in the "Panel: Coarse-Grained Reconfigurable Arrays and their Opportunities as Application Accelerators," IEEE International Conference on Application-specific Systems, Architectures and Processors (ASAP)},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 36. | Shungo Kumazawa, Kazushi Kawamura, Thiem Van Chu, Masato Motomura, Jaehoon Yu ExtraFerns: Fully Parallel Ensemble Learning Technique with Random Projection and Non-Greedy yet Minimal Memory Access Training Journal Article In: International Journal of Networking and Computing, vol. 11, no. 2, pp. 215-230, 2021. @article{kumazawa-ijnc-2021,
title = {ExtraFerns: Fully Parallel Ensemble Learning Technique with Random Projection and Non-Greedy yet Minimal Memory Access Training},
author = {Shungo Kumazawa and Kazushi Kawamura and Thiem Van Chu and Masato Motomura and Jaehoon Yu},
year = {2021},
date = {2021-07-08},
journal = {International Journal of Networking and Computing},
volume = {11},
number = {2},
pages = {215-230},
keywords = {Journal Papers},
pubstate = {published},
tppubtype = {article}
}
|
| 37. | Junnosuke Suzuki, Tomohiro Kaneko, Kota Ando, Kazutoshi Hirose, Kazushi Kawamura, Thiem Van Chu, Masato Motomura, Jaehoon Yu ProgressiveNN: Achieving Computational Scalability with Dynamic Bit-Precision Adjustment by MSB-first Accumulative Computation Journal Article In: International Journal of Networking and Computing, vol. 11, no. 2, pp. 338-353, 2021. @article{suzuki-ijnc-2021,
title = {ProgressiveNN: Achieving Computational Scalability with Dynamic Bit-Precision Adjustment by MSB-first Accumulative Computation},
author = {Junnosuke Suzuki and Tomohiro Kaneko and Kota Ando and Kazutoshi Hirose and Kazushi Kawamura and Thiem Van Chu and Masato Motomura and Jaehoon Yu},
year = {2021},
date = {2021-07-08},
journal = {International Journal of Networking and Computing},
volume = {11},
number = {2},
pages = {338-353},
keywords = {Journal Papers},
pubstate = {published},
tppubtype = {article}
}
|
| 38. | 北島 龍一, 川村 一志, 劉 載勲, 本村 真人, Thiem Van Chu 特徴空間事前分割に基づく決定木アンサンブルのFPGA推論アクセラレータ 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), 2021. @techreport{kitajima-reconf-2021,
title = {特徴空間事前分割に基づく決定木アンサンブルのFPGA推論アクセラレータ},
author = {北島 龍一 and 川村 一志 and 劉 載勲 and 本村 真人 and Thiem Van Chu},
year = {2021},
date = {2021-06-08},
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 = {Technical Reports},
pubstate = {published},
tppubtype = {techreport}
}
|
| 39. | 熊澤 峻悟, 川村 一志, Thiem Van Chu, 本村 真人, 劉載勲 乱数生成ノードの並列閾値最適化に基づくエッジ指向決定木アンサンブル学習 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), 2021. @techreport{kumazawa-reconf-2021,
title = {乱数生成ノードの並列閾値最適化に基づくエッジ指向決定木アンサンブル学習},
author = {熊澤 峻悟 and 川村 一志 and Thiem Van Chu and 本村 真人 and 劉載勲},
year = {2021},
date = {2021-06-08},
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 = {Technical Reports},
pubstate = {published},
tppubtype = {techreport}
}
|
| 40. | 鈴木 淳之介, 安藤 洸太, 廣瀬 一俊, 川村 一志, Thiem Van Chu, 本村 真人, 劉載勲 対称二進表現に基づくビットスケーラブルCNN推論手法 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), 2021. @techreport{suzuki-reconf-2021,
title = {対称二進表現に基づくビットスケーラブルCNN推論手法},
author = {鈴木 淳之介 and 安藤 洸太 and 廣瀬 一俊 and 川村 一志 and Thiem Van Chu and 本村 真人 and 劉載勲},
year = {2021},
date = {2021-06-08},
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 = {Technical Reports},
pubstate = {published},
tppubtype = {techreport}
}
|
| 41. | 熊澤 峻悟, 川村 一志, Thiem Van Chu, 本村 真人, 劉載勲 入力空間のランダム射影と分割に基づくFernアンサンブル学習 Technical Report LSIとシステムとワークショップ, 2021. @techreport{kumazawa-lsi-2021,
title = {入力空間のランダム射影と分割に基づくFernアンサンブル学習},
author = {熊澤 峻悟 and 川村 一志 and Thiem Van Chu and 本村 真人 and 劉載勲},
year = {2021},
date = {2021-05-10},
address = {LSIとシステムとワークショップ},
keywords = {Technical Reports},
pubstate = {published},
tppubtype = {techreport}
}
|
| 42. | 鈴木 淳之介, 安藤 洸太, 廣瀬 一俊, 川村 一志, Thiem Van Chu, 本村 真人, 劉載勲 ビットスケーラブルCNNにおける計算量・精度トレードオフ制御手法の検討 Technical Report LSIとシステムとワークショップ, 2021. @techreport{suzuki-lsi-2021,
title = {ビットスケーラブルCNNにおける計算量・精度トレードオフ制御手法の検討},
author = {鈴木 淳之介 and 安藤 洸太 and 廣瀬 一俊 and 川村 一志 and Thiem Van Chu and 本村 真人 and 劉載勲},
year = {2021},
date = {2021-05-10},
address = {LSIとシステムとワークショップ},
keywords = {Technical Reports},
pubstate = {published},
tppubtype = {techreport}
}
|
| 43. | 本村 真人 [Invited] LSI技術が開く構造型情報処理の新展開 Presentation LSIとシステムのワークショップ, 10.05.2021. @misc{motomura-lsi-workshop-2021,
title = {[Invited] LSI技術が開く構造型情報処理の新展開},
author = {本村 真人},
year = {2021},
date = {2021-05-10},
address = {LSIとシステムのワークショップ},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 44. | Masato Motomura [Moderator] "Hot" Techs for "Cool" AI Computing: Do We have Enough Tricks? Presentation Panel Discussion, Cool Chips 24., 14.04.2021. @misc{motomura-coolchips-2021,
title = {[Moderator] "Hot" Techs for "Cool" AI Computing: Do We have Enough Tricks?},
author = {Masato Motomura},
year = {2021},
date = {2021-04-14},
address = {Panel Discussion, Cool Chips 24.},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 45. | 本村 真人 [Invited] ポストノイマン・ポストムーア時代の情報処理アーキテクチャ Presentation 2021年 第68回 応用物理学会春季学術講演会，一般公開シンポジウム：AI/IoT時代を支えるポストムーアパラダイムへの挑戦, 18.03.2021. @misc{motomura-jsap-spring-2021,
title = {[Invited] ポストノイマン・ポストムーア時代の情報処理アーキテクチャ},
author = {本村 真人},
year = {2021},
date = {2021-03-18},
address = {2021年 第68回 応用物理学会春季学術講演会，一般公開シンポジウム：AI/IoT時代を支えるポストムーアパラダイムへの挑戦},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 46. | 本村 真人 [Invited] 全結合・全並列型アニーリングHWの紹介 ～ その数理モデルからLSI実装まで ～ Presentation Tohoku Forum for Creativity - 2021 Thematic Program，パネルディスカッション：量子アニーリングのハイパフォーマンスコンピューティング– 実世界のシステムの最適化, 08.03.2021. @misc{motomura-tohoku-creativity-2021,
title = {[Invited] 全結合・全並列型アニーリングHWの紹介 ～ その数理モデルからLSI実装まで ～},
author = {本村 真人},
year = {2021},
date = {2021-03-08},
address = {Tohoku Forum for Creativity - 2021 Thematic Program，パネルディスカッション：量子アニーリングのハイパフォーマンスコンピューティング– 実世界のシステムの最適化},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|
| 47. | Kota Shiba, Tatsuo Omori, Kodai Ueyoshi, Kota Ando, Kazutoshi Hirose, Shinya Takamaeda-Yamazaki, Masato Motomura, Mototsugu Hamada, Tadahiro Kuroda A 96-MB 3D-Stacked SRAM Using Inductive Coupling with 0.4-V Transmitter, Termination Scheme and 12:1 SerDes in 40-nm CMOS Journal Article In: IEEE Transactions on Circuits and Systems I, vol. 68, no. 2, pp. 692-703, 2021. @article{shiba-ieeetcs2020,
title = {A 96-MB 3D-Stacked SRAM Using Inductive Coupling with 0.4-V Transmitter, Termination Scheme and 12:1 SerDes in 40-nm CMOS},
author = {Kota Shiba and Tatsuo Omori and Kodai Ueyoshi and Kota Ando and Kazutoshi Hirose and Shinya Takamaeda-Yamazaki and Masato Motomura and Mototsugu Hamada and Tadahiro Kuroda},
year = {2021},
date = {2021-02-01},
journal = {IEEE Transactions on Circuits and Systems I},
volume = {68},
number = {2},
pages = {692-703},
keywords = {Journal Papers},
pubstate = {published},
tppubtype = {article}
}
|
| 48. | Takashi Imagawa, Jaehoon Yu, Masanori Hashimoto, Hiroyuki Ochi MUX Granularity-Oriented Iterative Technology Mapping for Implementing Compute-Intensive Applications on Via-Switch FPGA Inproceedings In: Design, Automation and Test in Europe Conference (DATE), 2021. @inproceedings{yu-date-2021,
title = {MUX Granularity-Oriented Iterative Technology Mapping for Implementing Compute-Intensive Applications on Via-Switch FPGA},
author = {Takashi Imagawa and Jaehoon Yu and Masanori Hashimoto and Hiroyuki Ochi},
year = {2021},
date = {2021-02-01},
booktitle = {Design, Automation and Test in Europe Conference (DATE)},
keywords = {Conference Papers},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2020
|
| 49. | Kazutoshi Hirose, Shinya Takamaeda-Yamazaki, Jaehoon Yu, Masato Motomura Selective Fine-Tuning on a Classifier Ensemble: Realizing Adaptive Neural Networks With a Diversified Multi-Exit Architecture Journal Article In: IEEE Access, vol. 9, pp. 6179-6187, 2020. @article{hirose-ieee-access-2020,
title = {Selective Fine-Tuning on a Classifier Ensemble: Realizing Adaptive Neural Networks With a Diversified Multi-Exit Architecture},
author = {Kazutoshi Hirose and Shinya Takamaeda-Yamazaki and Jaehoon Yu and Masato Motomura},
year = {2020},
date = {2020-12-28},
journal = {IEEE Access},
volume = {9},
pages = {6179-6187},
keywords = {Journal Papers},
pubstate = {published},
tppubtype = {article}
}
|
| 50. | Masato Motomura [Invited] Reconfigurable and Domain-Specific Hardware for AI Computing Presentation IEEE SSCS Distinguished Lecturer, 11.12.2020. @misc{motomura-sscs-2020,
title = {[Invited] Reconfigurable and Domain-Specific Hardware for AI Computing},
author = {Masato Motomura},
year = {2020},
date = {2020-12-11},
address = {IEEE SSCS Distinguished Lecturer},
keywords = {Invited Talks},
pubstate = {published},
tppubtype = {presentation}
}
|