Research field (6):
Intelligent informatics
, Statistical science
, Cognitive neuroscience
, Sensitivity (kansei) informatics
, Neuroscience - general
, Perceptual information processing
Research keywords (4):
Large Language Models
, Systems Neuroscience
, Machine Learning
, Cognitive Science
Research theme for competitive and other funds (6):
2024 - 2027 高次意思決定AIを用いた意思決定の神経基盤解明
2024 - 2027 エキスパートが認知する世界の可視化と再構成:ドライビングを題材として
2023 - 2027 大規模言語モデルとヒト脳の相互理解と新 たなインタラクション創出
2021 - 2023 踊りに関するヒトの情報処理の包括的解明
2015 - 2018 神経経済モデルとDecNef法を用いた衝動性の神経基盤解明
2013 - 2017 Evaluation of Time Preference Model by Interdisciplinary Approach and Elucidation of Neural Mechanism
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Papers (9):
Unveiling Multi-level and Multi-modal Semantic Representations in the Human Brain using Large Language Models. Conference on Empirical Methods in Natural Language Processing (EMNLP 2024). 2024
Yu Takagi, Shinji Nishimoto. High-resolution image reconstruction with latent diffusion models from human brain activity. The IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR 2023). 2023. 14453-14463
Miriam C Klein-Flügge, Daria E A Jensen, Yu Takagi, Luke Priestley, Lennart Verhagen, Stephen M Smith, Matthew F S Rushworth. Relationship between nuclei-specific amygdala connectivity and mental health dimensions in humans. Nature human behaviour. 2022
Yu Takagi, Naohiro Okada, Shuntaro Ando, Noriaki Yahata, Kentaro Morita, Daisuke Koshiyama, Shintaro Kawakami, Kingo Sawada, Shinsuke Koike, Kaori Endo, et al. Intergenerational transmission of the patterns of functional and structural brain networks. iScience. 2021. 24. 7. 102708-102708
Yu Takagi, Laurence Tudor Hunt, Mark W Woolrich, Timothy Ej Behrens, Miriam C Klein-Flügge. Adapting non-invasive human recordings along multiple task-axes shows unfolding of spontaneous and over-trained choice. eLife. 2021. 10
Timo I. Denk, Yu Takagi, Takuya Matsuyama, Andrea Agostinelli, Tomoya Nakai, Christian Frank, Shinji Nishimoto. Brain2Music: Reconstructing Music from Human Brain Activity. 2023
Yu Takagi, Laurence T. Hunt, Ryu Ohata, Hiroshi Imamizu, Jun-ichiro Hirayama. Neural dSCA: demixing multimodal interaction among brain areas during naturalistic experiments. 2021
Education (3):
2015 - 2018 Nara Institute of Science and Technology Graduate Schoold of Information Science
2013 - 2015 Nara Institute of Science and Technology Graduate School of Information Science
2007 - 2011 Hitotsubashi University Faculty of Economics
Professional career (2):
Ph.D in Science
MSc
Work history (7):
2024/04 - 現在 National Institute of Informatics Research and Development Center for Large Language Models Project Associate Professor
2023/10 - 現在 Japan Science and Technology Agency
2021/06 - 2024/03 Osaka University Graduate School of Frontier Biosciences Assistant Professor
2020/06 - 2021/05 The University of Tokyo Graduate School of Humanities and Sociology Specially Appointed Reseacher
2020/10 - 2021/03 Japan Society for the Promotion of Science Overseas Research Fellowships (Stanford University, under COVID-19 special measures)
2018/04 - 2020/05 University of Oxford Wellcome Centre for Integrative Neuroimaging Visiting Researcher
2018/04 - 2019/03 The University of Tokyo Faculty of Medicine University Hospital Department of Neurology and Psychiatry Specially Appointed Reseacher