Shungo Kumazawa

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 7

Top Topics

Binary Features

Decision Forest

Bayesian Inference

Top Venues

VLSI Technology and Circuits

Publications

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. IEEE Access 12 (2024)
Masato Watanabe, Shungo Kumazawa, Thiem Van Chu, Kazushi Kawamura, Jaehoon Yu, Masato Motomura
Exploration of Hyperdimensional Computing Using Locality-Sensitive Hashing Mechanism on FPGA. ICCE (2024)
Shungo Kumazawa, Jaehoon Yu, Kazushi Kawamura, Thiem Van Chu, Masato Motomura
Toward Improving Ensemble-Based Collaborative Inference at the Edge. IEEE Access 12 (2024)
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. VLSI Technology and Circuits (2023)
Thiem Van Chu, Yu Mizutani, Yuta Nagahara, Shungo Kumazawa, Kazushi Kawamura, Jaehoon Yu, Masato Motomura
Decision Forest Training Accelerator Based on Binary Feature Decomposition. FCCM (2023)
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. Int. J. Netw. Comput. 11 (2) (2021)
Shungo Kumazawa, Kazushi Kawamura, Thiem Van Chu, Masato Motomura, Jaehoon Yu
ExtraFerns: Fully Parallel Ensemble Learning Technique with Non-Greedy yet Minimal Memory Access Training. CANDAR (2020)