Profile
Hello! I am Takuya Matsuyama, a web engineer at Fukui Computer Co., Ltd., where I develop full-stack web applications using ASP.NET Core, TypeScript, SQL Server, and Azure. I completed my master's degree at the Graduate School of Frontier Biosciences, Osaka University, where I researched brain function elucidation using Vision, Audio, and Language AI at the Nishimoto Lab.
Tags
All Audio AI Computational Neuroscience Computer Vision Generative AI Image AI Large Language Model (LLM) Music AI Video AIPapers
LaVCa: LLM-assisted Visual Cortex Captioning
Takuya Matsuyama, Shinji Nishimoto†, Yu Takagi†
ICLR 2026 [Project page]
Text-to-music generation models capture musical semantic representations in the human brain (Open Access)
Timo I. Denk*†, Yu Takagi*†, Takuya Matsuyama, Andrea Agostinelli, Tomoya Nakai, Christian Frank, Shinji Nishimoto
Nature Communications, 2025 [Project page]
Unveiling Multi-level and Multi-modal Semantic Representations in the Human Brain using Large Language Models
Yuko Nakagi*, Takuya Matsuyama*, Naoko Koide-Majima, Hiroto Yamaguchi, Rieko Kubo, Shinji Nishimoto†‡, Yu Takagi†‡
EMNLP 2024 [Project page]
Applicability of scaling laws to vision encoding models (Open Access)
Takuya Matsuyama*, Kota S Sasaki, Shinji Nishimoto*
arxiv, 2023 [Code]
Conferences
The first-person perspective contributes to the acquisition of visual representation in the human brain: Analysis using Deep Neural Networks
Takuya Matsuyama, Kota S Sasaki, Shinji Nishimoto
Neuro2023, Sendai, Japan, August 2023
Contests
LLM Prompt Recovery
Ranked 85th out of 2175 teams.🥈
Alogonauts Project 2023 Challenge
Ranked 8th out of 107 teams.
Posts tagged "Audio AI"
Text-to-music generation models capture musical semantic representations in the human brain (Open Access)
Timo I. Denk*†, Yu Takagi*†, Takuya Matsuyama, Andrea Agostinelli, Tomoya Nakai, Christian Frank, Shinji Nishimoto
Nature Communications, 2025 [Project page]
Posts tagged "Computational Neuroscience"
LaVCa: LLM-assisted Visual Cortex Captioning
Takuya Matsuyama, Shinji Nishimoto†, Yu Takagi†
ICLR 2026 [Project page]
Text-to-music generation models capture musical semantic representations in the human brain (Open Access)
Timo I. Denk*†, Yu Takagi*†, Takuya Matsuyama, Andrea Agostinelli, Tomoya Nakai, Christian Frank, Shinji Nishimoto
Nature Communications, 2025 [Project page]
Unveiling Multi-level and Multi-modal Semantic Representations in the Human Brain using Large Language Models
Yuko Nakagi*, Takuya Matsuyama*, Naoko Koide-Majima, Hiroto Yamaguchi, Rieko Kubo, Shinji Nishimoto†‡, Yu Takagi†‡
EMNLP 2024 [Project page]
The first-person perspective contributes to the acquisition of visual representation in the human brain: Analysis using Deep Neural Networks
Takuya Matsuyama, Kota S Sasaki, Shinji Nishimoto
Neuro2023, Sendai, Japan, August 2023
Applicability of scaling laws to vision encoding models (Open Access)
Takuya Matsuyama*, Kota S Sasaki, Shinji Nishimoto*
arxiv, 2023 [Code]
Alogonauts Project 2023 Challenge
Ranked 8th out of 107 teams.
Posts tagged "Computer Vision"
LaVCa: LLM-assisted Visual Cortex Captioning
Takuya Matsuyama, Shinji Nishimoto†, Yu Takagi†
ICLR 2026 [Project page]
The first-person perspective contributes to the acquisition of visual representation in the human brain: Analysis using Deep Neural Networks
Takuya Matsuyama, Kota S Sasaki, Shinji Nishimoto
Neuro2023, Sendai, Japan, August 2023
Applicability of scaling laws to vision encoding models (Open Access)
Takuya Matsuyama*, Kota S Sasaki, Shinji Nishimoto*
arxiv, 2023 [Code]
Alogonauts Project 2023 Challenge
Ranked 8th out of 107 teams.
Posts tagged "Generative AI"
LaVCa: LLM-assisted Visual Cortex Captioning
Takuya Matsuyama, Shinji Nishimoto†, Yu Takagi†
ICLR 2026 [Project page]
Text-to-music generation models capture musical semantic representations in the human brain (Open Access)
Timo I. Denk*†, Yu Takagi*†, Takuya Matsuyama, Andrea Agostinelli, Tomoya Nakai, Christian Frank, Shinji Nishimoto
Nature Communications, 2025 [Project page]
Unveiling Multi-level and Multi-modal Semantic Representations in the Human Brain using Large Language Models
Yuko Nakagi*, Takuya Matsuyama*, Naoko Koide-Majima, Hiroto Yamaguchi, Rieko Kubo, Shinji Nishimoto†‡, Yu Takagi†‡
EMNLP 2024 [Project page]
Posts tagged "Image AI"
LaVCa: LLM-assisted Visual Cortex Captioning
Takuya Matsuyama, Shinji Nishimoto†, Yu Takagi†
ICLR 2026 [Project page]
Applicability of scaling laws to vision encoding models (Open Access)
Takuya Matsuyama*, Kota S Sasaki, Shinji Nishimoto*
arxiv, 2023 [Code]
Alogonauts Project 2023 Challenge
Ranked 8th out of 107 teams.
Posts tagged "Large Language Model (LLM)"
LaVCa: LLM-assisted Visual Cortex Captioning
Takuya Matsuyama, Shinji Nishimoto†, Yu Takagi†
ICLR 2026 [Project page]
LLM Prompt Recovery
Ranked 85th out of 2175 teams.🥈
Unveiling Multi-level and Multi-modal Semantic Representations in the Human Brain using Large Language Models
Yuko Nakagi*, Takuya Matsuyama*, Naoko Koide-Majima, Hiroto Yamaguchi, Rieko Kubo, Shinji Nishimoto†‡, Yu Takagi†‡
EMNLP 2024 [Project page]
Posts tagged "Music AI"
Text-to-music generation models capture musical semantic representations in the human brain (Open Access)
Timo I. Denk*†, Yu Takagi*†, Takuya Matsuyama, Andrea Agostinelli, Tomoya Nakai, Christian Frank, Shinji Nishimoto
Nature Communications, 2025 [Project page]
Posts tagged "Video AI"
The first-person perspective contributes to the acquisition of visual representation in the human brain: Analysis using Deep Neural Networks
Takuya Matsuyama, Kota S Sasaki, Shinji Nishimoto
Neuro2023, Sendai, Japan, August 2023
Work Experience
2025 April -
Fukui Computer Co., Ltd.
Web Engineer (Full-stack)
2024 July - 2025 February
National Institute of Informatics (NII) LLM Center
Research Assistant
2023 April - 2025 March
National Institute of Information and Communications Technology (NICT)
Collaborating Researcher
2023 August - 2023 September (1 month)
NTT R&D
Research Internship
EEG-based Image Generation using Generative AI
Education
2023 April - 2025 March
Osaka University
Graduate School of Frontier Biosciences
Supervisor:
Shinji Nishimoto
2019 April - 2023 March
Osaka University
Division of Biophysical Engineering,
Department of Systems Science,
School of Engineering Science,
Supervisor:
Shinji Nishimoto
Skills
Programming Languages
C#TypeScriptJavaScriptHTMLSCSSPythonC
Frameworks & Tools
ASP.NET CoreAzureSQL ServerDocker