Started new lab at Nagoya Institute of Technology!
[Jul. 2025] An invited talk at Asia-Pacific Computational and Cognitive Neuroscience Conference (AP-CCN2025).
[Jun. 2025] An invited talk at OIST Computational Neuroscience Course 2025.
[Apr. 2024] Started new lab at Nagoya Institute of Technology!
[Mar. 2025] New preprint on the learning dynamics of LLMs with a sparse autoencoder!
[Mar. 2025] New preprint on phase trainsitions in LLMs!
[Mar. 2025] Presenting 5 papers at NLP 2025 (4 as the last author).
[Mar. 2025] An invited talk at 24th Workshop on the Mechanism of Brain and Mind.
[Feb. 2025] An invited talk at the University of Tokyo, Department of Mathematical Engineering & Information Physics
[Feb. 2025] New preprint for interpreting brain voxels (neurons) using LLMs!
[Oct. 2024] An invited lecture at the University of Tokyo, EEIC (Media Contents Special Lecture Series II)
[Sep. 2024] Our paper for the LLMs and Brain was accepted at EMNLP 2024 (long; main conference)!
[Sep. 2024] An invited talk at The 19th Symposium of Young Researcher Association for NLP Studies
[Jul. 2024] Contributed a chapter (Chapter 10) to the textbook Computational and Network Modeling of Neuroimaging Data
[May. 2024] An interview by NHK (Science ZERO)
Hi, I am an Associate Professor at Nagoya Institute of Technology. My research interest lies at the intersection of Artificial Intelligence and Cognitive Computational Neuroscience. During my Ph.D., I worked on reliable techniques for predicting diverse individual differences from whole-brain functional connectivity using functional magnetic resonance imaging (fMRI) at the ATR Brain Information Communication Research Laboratory. After obtaining my degree, I have been working on understanding dynamic computations during complex decision-making tasks using machine learning techniques at the Oxford Centre for Human Brain Activity at the University of Oxford, and Department of Psychology at the University of Tokyo. More recently, I investigated the connection between generative AI and the human brain at Osaka University and the Research and Development Center for Large Language Models at National Institute of Informatics
Publications/Preprints
*corresponding author; †equal contribution; ‡equal last author
Unveiling Multi-level and Multi-modal Semantic Representations in the Human Brain using Large Language Models
EMNLP, 2024
Brain2Music: Reconstructing Music from Human Brain Activity
Project page
arXiv, 2023
High-resolution image reconstruction with latent diffusion models from human brain activity
Project page
CVPR, 2023
Relationship between nuclei-specific amygdala connectivity and mental health dimensions in humans (Open Access)
Nature Human Behaviour, 2022
Neural dSCA: demixing multimodal interaction among brain areas during naturalistic experiments
arXiv, 2021
Intergenerational transmission of the patterns of functional and structural brain networks (Open Access)
iScience, 2021
Adapting non-invasive human recordings along multiple task-axes shows unfolding of spontaneous and over-trained choice (Open Access)
eLife, 2021
Demixed shared component analysis of neural population data from multiple brain areas (Open Access)
Cosyne, 2021
Demixed shared component analysis of neural population data from multiple brain areas (Open Access)
NeurIPS (selected as a top 5% spotlight paper), 2020
State-unspecific patterns of whole-brain functional connectivity from resting and multiple task states predict stable individual traits (Open Access)
NeuroImage, 2019
A common brain network among state, trait, and pathological anxiety from whole-brain functional connectivity (Open Access)
NeuroImage, 2018; 172: 506-516
A neural marker of obsessive-compulsive disorder from whole-brain functional connectivity (Open Access)
Scientific Reports, 2017; 7(1)
Conferences (not peer-reviewed)
Model abstraction for model-based reinforcement learning in the human orbitofrontal cortex
2019 Conference on Cognitive Computational Neuroscience (CCN2019) Berlin, Germany, September 2019.
A stably appeared latent neural representation across states is predictive of intelligence
40th Annual Meeting of the Japan Neuroscience Society Kobe, Japan, July 2018.
Invited as a symposist
A neuromarker of anxiety from whole-brain functional connectivity
IEEE CISJ (Neurocomputing) Okinawa, Japan, July 2016.
Received the IEEE Computational Intelligence Society Japan Chapter Young Researcher Award (Neurocomputing)
A neuromarker of obsessive-compulsive disoder from whole-brain functional connectivity
The 29th Annual Conference of the Japanese Society of Artificial Intelligence (JSAI 2015), Hakodate, Japan, June 2015.
Received the JSAI Annual Conference Student Incentive Award.
Invited Speaker (Title: Neural link between obsessive-compulsive disorders and delay discounting)
1st Neuroeconomics Workshop, Kanagawa, Japan, February 2015
Neural link between obsessive-compulsive disorders and delay discounting
The Proceedings of the 24th Annual Conference of the Japanese Neural Network Society (JNNS 2014), Hakodate, Japan, pp.44-45, August 2014.
Received the JNNS Young Presenter Award.
Neural link between obsessive-compulsive disorders and delay discounting
Santander International Summer School “Frontiers in Neuroeconomics“ Heiderberg, April, 2014
Careers
Graduate School of Engineering, Department of Computer Science
Associate Professor
Research and Development Center for Large Language Models
Project Associate Professor
PRESTO Researcher
Graduate School of Frontier Biosciences
Assistant Professor
Terminated due to COVID-19
Department of Psychology
Specially appointed researcher
Supervisor: Hiroshi Imamizu
Wellcome Centre for Integrative Neuroimaging (WIN)
Visiting researcher
Supervisor: Laurence Hunt
Main collaborators: Miriam Klein-Fluegge, Jun-ichiro Hirayama, Mark Woolrich , Timothy Behrens , Steve Kennerley
Department of Neuropsychiatry, Graduate School of Medicine
Specially appointed researcher
Supervisor: Kiyoto Kasai
Education
Graduate School of Information Science
Ph.D. in Computational Neuroscience
Supervisor: Mitsuo Kawato and Saori C Tanaka
Research Fellow of Japan Society for the Promotion of Science (JSPS DC1) [About]
Graduate School of Information Science
M.S. in Computational Neuroscience
Supervisor: Mitsuo Kawato and Saori C Tanaka
Department of Economics
B.A. in Economics (major in Development Finance)
Supervisor: Hidenobu Okuda
Experience
Reserach Internship (Implemented state-of-the-art deep learning model for anomaly detection from multi-modal dataset)
Supervisors: Daisuke Okanohara and Daisuke Tanaka
Research Internship (Trained deep recurrent neural network for video recommendation)
Supervisor: Yuri Odagiri
Full-time financial officer (Loans and equity investments for overseas projects)
Awards, Funding & Fellowships
Osaka University, 2023
Telecommunications Advancement Foundation, 2023
The 12th CREST Research Area Meeting, 2023
Japan Science and Technology Agency, 2023
Japan Society for the Promotion of Science (JSPS), 2021
Japan Society for the Promotion of Science (JSPS), 2020
Funai Foundation For Information Technology, 2020
Uehara Memorial Foundation, 2019
Japan Society for the Promotion of Science (JSPS), 2018
IEEE CISJ (Neurocomputing), Okinawa, Japan, 7 July, 2016.
29th Annual Conference of the Japanese Society for Artificial Intelligence (JSAI2015), Hakodate, Japan, 1 June, 2015.
Nara Institute of Science and Technology Top Scholarship Student, 2015, JPY 535,800
Exemption from JASSO scholarship refund (100%) for excellent student, 2015, JPY 1,056,000
24th Annual Conference of the Japanese Neural Network Society (JNNS2014), Hakodate, Japan, August, 2014.
Skills
References & CV
Available on request