Kwansei Gakuin University · Faculty of Life and Environmental Sciences · 教授

Research keywordstropical geometry・tropical neural networks・adversarial robustness・local learning rules・neural coding・phylogenetic tree classification・Stiefel tropical linear spaces・sampling algorithms

Research fieldsBasic / Social brain science・Informatics・Bioinformatics/Life informatics・Integrated Science and Innovative Science・Integrated Disciplines・Comprehensive Fields・Brain sciences・Complex systems

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• Adversarially Robust Neural Network Decision Boundaries via Tropical Geometry2026
• FORGETTER with forgetful hyperparameters and recurring sleeps can continue to learn beyond normal overtfitting limits2025
• Predicting behaviors with minimal units elucidates neural coding2025
• Tropical Neural Networks and Its Applications to Classifying Phylogenetic Trees2024

• 大規模な教師有り学習を実現できる生物学的に尤もらしい学習則は存在するか？2025
• 自動行動トラッキングシステムを用いたアリ社会の繁殖分業制御機構の解明2022
• 視覚計算理論との融合による新たな位相的データ解析技術の開発2022
• 自動行動トラッキングシステムを用いたアリ社会の繁殖分業制御機構の解明2022

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