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#Interpretability and visualization of image recognition models
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Institute for Advanced Academic Research / Graduate School of Informatics, Chiba University
Associate ProfessorWith the advancement of deep learning and AI technologies, the gap between human and machine information processing capabilities is narrowing. My research focuses on two key aspects of human cognition: the logical reasoning systems developed over time—especially in mathematics—and the more intuitive, often ambiguous forms of information processing, such as image recognition. Human intellectual ability spans a wide dynamic range, and I aim to explore how various aspects of this intelligence can be modeled and realized through deep learning.
Recent Topics of Interests:
Mathematics—particularly computational algebra and symbolic computation—and the development of novel deep learning technologies.
Motto in Research or in Life: Three meals per day
Hobby / Holiday:
I enjoy bouldering, reading manga, playing puzzle games like Tetris, and traveling—often making the most of opportunities, such as attending academic conferences.