@article{CTT100871987, author = {Kazutoshi Hirose and Jaehoon Yu and Kota Ando and Yasuyuki Okoshi and Angel Lopez Garcia-Arias and Junnosuke Suzuki and Thiem Van Chu and Kazushi Kawamura and Masato Motomura}, 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}, journal = {International Solid-State Circuits Conference}, year = 2022, } @article{CTT100849407, 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}, title = {ProgressiveNN: Achieving Computational Scalability with Dynamic Bit-Precision Adjustment by MSB-first Accumulative Computation}, journal = {International Journal of Networking and Computing}, year = 2021, } @article{CTT100847940, author = {Kazutoshi Hirose and Shinya Takamaeda-Yamazaki and Jaehoon Yu and Masato Motomura}, title = {Selective Fine-Tuning on a Classifier Ensemble: Realizing Adaptive Neural Networks With a Diversified Multi-Exit Architecture}, journal = {IEEE Access}, year = 2021, } @article{CTT100828822, author = {Kodai Ueyoshi and Ryota Uematsu and Takumi Kudo and Masayuki Ikebe and Tetsuya Asai and Shinya Takamaeda-Yamazaki and Kota Ando and Kodai Ueyoshi and Yuka Oba and Kazutoshi Hirose and Ryota Uematsu and Takumi Kudo and Masayuki Ikebe and Tetsuya Asai and Shinya Takamaeda-Yamazaki and Masato Motomura}, title = {Dither NN: hardware/algorithm co-design for accurate quantized neural networks}, journal = {IEICE Transactions on Information and Systems}, year = 2019, } @article{CTT100828825, author = {Ueyoshi K. and Ando K. and Hirose K and Takamaeda-Yamazaki S. and Hamada M. and Kurorda T. and Motomura M.}, title = {QUEST: Multi-Purpose Log-Quantized DNN Inference Engine Stacked on 96-MB 3D SRAM Using Inductive Coupling Technology in 40-nm CMOS}, journal = {IEEE Journal of Solid-State Circuits}, year = 2019, } @inproceedings{CTT100871992, author = {Yasuyuki Okoshi and Angel Lopez Garcia-Arias and Kazutoshi Hirose and Kota Ando and Kazushi Kawamura and Thiem Van Chu and Masato Motomura and Jaehoon Yu}, title = {Multicoated Supermasks Enhance Hidden Networks}, booktitle = {}, year = 2022, } @inproceedings{CTT100849406, author = {Kota Ando and Jaehoon Yu and Kazutoshi Hirose and Hiroki Nakahara and Kazushi Kawamura and Thiem Van Chu and Masato Motomura}, title = {Edge Inference Engine for Deep & Random Sparse Neural Networks with 4-bit Cartesian-Product MAC Array and Pipelined Activation Aligner}, booktitle = {}, year = 2021, } @inproceedings{CTT100847593, author = {Junnosuke Suzuki and Kota Ando and Kazutoshi Hirose and Kazushi Kawamura and Thiem Van Chu and Masato Motomura and Jaehoon Yu}, title = {ProgressiveNN: Achieving Computational Scalability without Network Alteration by MSB-first Accumulative Computation}, booktitle = {}, year = 2020, } @inproceedings{CTT100828871, author = {平山 侑樹 and 廣瀬 一俊 and 安藤 洸太 and 植吉 晃大 and 浅井 哲也 and 本村 真人 and 高前田 伸也}, title = {ベイジアンNNのHW実装に向けたサンプリング手法の検討}, booktitle = {}, year = 2019, } @inproceedings{CTT100828873, author = {廣瀬 一俊 and 浅井 哲也 and 本村 真人 and 高前田 伸也}, title = {エッジ環境におけるニューラルネットワーク学習軽量化手法の検討}, booktitle = {}, year = 2019, } @inproceedings{CTT100828872, author = {池田 泰我 and 植吉 晃大 and 安藤 洸太 and 廣瀬 一俊 and 浅井 哲也 and 本村 真人 and 高前田 伸也}, title = {効率的なDNN計算のための無効ニューロン予測手法の評価}, booktitle = {}, year = 2019, } @inproceedings{CTT100828877, author = {植吉 晃大 and 池田 泰我 and 安藤 洸太 and 廣瀬 一俊 and 浅井 哲也 and 高前田 伸也 and 本村 真人}, title = {無効ニューロン予測によるDNN計算効率化手法}, booktitle = {}, year = 2019, } @inproceedings{CTT100828876, author = {7. 安藤 洸太 and 植吉 晃大 and 大羽 由華 and 工藤 巧 and 池辺 将之 and 浅井 哲也 and 高前田 伸也 and 安藤 洸太 and 植吉 晃大 and 大羽 由華 and 廣瀬 一俊 and 工藤 巧 and 池辺 将之 and 浅井 哲也 and 高前田 伸也 and 本村 真人}, title = {Dither NN: 画像処理から着想を得た組込み向け量子化ニューラルネットワークの精度向上手法}, booktitle = {}, year = 2019, } @misc{CTT100866390, author = {Kazutoshi Hirose}, title = {A Study of Redundancy-Aware Neural Network Model Constructions: From Training Techniques to Architectural Realization}, year = 2022, } @misc{CTT100894926, author = {Kazutoshi Hirose}, title = {A Study of Redundancy-Aware Neural Network Model Constructions: From Training Techniques to Architectural Realization}, year = 2022, } @misc{CTT100866389, author = {Kazutoshi Hirose}, title = {A Study of Redundancy-Aware Neural Network Model Constructions: From Training Techniques to Architectural Realization}, year = 2022, } @phdthesis{CTT100866390, author = {Kazutoshi Hirose}, title = {A Study of Redundancy-Aware Neural Network Model Constructions: From Training Techniques to Architectural Realization}, school = {東京工業大学}, year = 2022, } @phdthesis{CTT100894926, author = {Kazutoshi Hirose}, title = {A Study of Redundancy-Aware Neural Network Model Constructions: From Training Techniques to Architectural Realization}, school = {東京工業大学}, year = 2022, } @phdthesis{CTT100866389, author = {Kazutoshi Hirose}, title = {A Study of Redundancy-Aware Neural Network Model Constructions: From Training Techniques to Architectural Realization}, school = {東京工業大学}, year = 2022, }