I am a master’s student at Keio University, Japan, advised by Prof. Komei Sugiura. I received my bachelor’s degree in Information and Computer Science from Keio University. My research interest lie in representation learning and foundation models for neural signals, with the goal of decoding the human language network and advancing brain–computer interfaces.

ABMAMBA: Multimodal Large Language Model with Aligned Hierarchical Bidirectional Scan for Efficient Video Captioning

ICPR 2026

ABMAMBA: Multimodal Large Language Model with Aligned Hierarchical Bidirectional Scan for Efficient Video Captioning

Daichi Yashima, Shuhei Kurita, Yusuke Oda, Shuntaro Suzuki, Seitaro Otsuki, Komei Sugiura

PENGUIN: General Vital Sign Reconstruction from PPG with Flow Matching State Space Model

ICASSP 2026

PENGUIN: General Vital Sign Reconstruction from PPG with Flow Matching State Space Model

Shuntaro Suzuki, Shuitsu Koyama, Shinnosuke Hirano, Shunya Nagashima

A Decomposition-based State Space Model for Multivariate Time-Series Forecasting

ICASSP 2026

A Decomposition-based State Space Model for Multivariate Time-Series Forecasting

Shunya Nagashima, Shuntaro Suzuki, Shuitsu Koyama, Shinnosuke Hirano

Condition-Invariant fMRI Decoding of Speech Intelligibility with Deep State Space Model

ICASSP 2026

Condition-Invariant fMRI Decoding of Speech Intelligibility with Deep State Space Model

Ching-Chih Sung*, Shuntaro Suzuki*, Francis Pingfan Chien*, Komei Sugiura, Yu Tsao (*Equal contribution)

Cortical-SSM: A Deep State Space Model for EEG and ECoG Motor Imagery Decoding

Preprint 2025

Cortical-SSM: A Deep State Space Model for EEG and ECoG Motor Imagery Decoding

Shuntaro Suzuki, Shunya Nagashima, Masayuki Hirata, Komei Sugiura

Pretraining alpha rhythm enhancement by neurofeedback facilitates short-term perceptual learning and improves visual acuity by facilitated consolidation

Frontiers in Neuroergonomics 2024

Pretraining alpha rhythm enhancement by neurofeedback facilitates short-term perceptual learning and improves visual acuity by facilitated consolidation

Ming Chang, Shuntaro Suzuki, Takahiro Kurose, Takuya Ibaraki