Ryuji Saiin

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 11

Top Topics

Biologically Plausible

Pruning Methods

Spiking Neural Networks

Top Venues

Trans. Mach. Learn. Res.

Publications

Kazuma Suetake, Takuya Ushimaru, Ryuji Saiin, Yoshihide Sawada
Synaptic Interaction Penalty: Appropriate Penalty Term for Energy-Efficient Spiking Neural Networks. Trans. Mach. Learn. Res. 2024 (2024)
Ryuji Saiin, Tomoya Shirakawa, Sota Yoshihara, Yoshihide Sawada, Hiroyuki Kusumoto
Spike Accumulation Forwarding for Effective Training of Spiking Neural Networks. Trans. Mach. Learn. Res. 2024 (2024)
Yoshihide Sawada, Ryuji Saiin, Kazuma Suetake
Magic for the Age of Quantized DNNs. CoRR (2024)
Kazuma Suetake, Shin-ichi Ikegawa, Ryuji Saiin, Yoshihide Sawada
S3NN: Time step reduction of spiking surrogate gradients for training energy efficient single-step spiking neural networks. Neural Networks 159 (2023)
Ryuji Saiin, Tomoya Shirakawa, Sota Yoshihara, Yoshihide Sawada, Hiroyuki Kusumoto
Spike Accumulation Forwarding for Effective Training of Spiking Neural Networks. CoRR (2023)
Kazuma Suetake, Takuya Ushimaru, Ryuji Saiin, Yoshihide Sawada
Spiking Synaptic Penalty: Appropriate Penalty Term for Energy-Efficient Spiking Neural Networks. CoRR (2023)
Shin-ichi Ikegawa, Ryuji Saiin, Yoshihide Sawada, Naotake Natori
Rethinking the Role of Normalization and Residual Blocks for Spiking Neural Networks. Sensors 22 (8) (2022)
Kazuma Suetake, Shin-ichi Ikegawa, Ryuji Saiin, Yoshihide Sawada
NN: Time Step Reduction of Spiking Surrogate Gradients for Training Energy Efficient Single-Step Neural Networks. CoRR (2022)
Shin-ichi Ikegawa, Ryuji Saiin, Yoshihide Sawada, Naotake Natori
Rethinking the role of normalization and residual blocks for spiking neural networks. CoRR (2022)
Takashi Furuya, Kazuma Suetake, Koichi Taniguchi, Hiroyuki Kusumoto, Ryuji Saiin, Tomohiro Daimon
Spectral Pruning for Recurrent Neural Networks. AISTATS (2022)
Takashi Furuya, Kazuma Suetake, Koichi Taniguchi, Hiroyuki Kusumoto, Ryuji Saiin, Tomohiro Daimon
Spectral Pruning for Recurrent Neural Networks. CoRR (2021)