Research field (3):
Perceptual information processing
, Intelligent informatics
, Algebra
Research theme for competitive and other funds (8):
2023 - 2027 Artificial generation of upstream maritime heavy rains to govern intense-rain-induced disasters over land (AMAGOI)
2022 - 2026 Adversarial design in deep learning
2022 - 2025 深層ゼロ関数学習の計算と理論
2023 - 2025 大規模代数方程式系の学習と処理
2023 - 2023 深層消失関数の計算と理論の深化
2020 - 2022 Theory and Application of deep learning models through the lens of computational algebraic geometry
2020 - 2022 データドリブン計算代数幾何
2017 - 2020 外れ値への頑健性および多目的最適化を導入した近似計算代数アルゴリズムの開発
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Papers (27):
Hiroshi Kera, Yoshihiko Hasegawa. Monomial-agnostic computation of vanishing ideals. Journal of Computational Algebra. 2024. 100022-100022
Ayumu Ueyama, Kazuhiko Kawamoto, Hiroshi Kera. VarteX: Enhancing Weather Forecast through Distributed Variable Representation. International Conference on Machine Learning Workshop on Machine Learning for Earth System Modeling (ICML ML4ESM Workshop). 2024
Yusuke Marumo, Kazuhiko Kawamoto, Hiroshi Kera. Matching Non-Identical Animals in the Wild. IEEE/CFV Conference on Computer Vision and Pattern Recognition Workshop on Computer Vision for Animals (CVPR Workshop on CV4A). 2024
Soichiro Kumano, Hiroshi Kera, Toshihiko Yamasaki. Theoretical Understanding of Learning from Adversarial Perturbations. International Conference on Learning Representations. 2024
Kosuke Sumiyasu, Kazuhiko Kawamoto, Hiroshi Kera. Identifying Important Group of Pixels using Interactions. IEEE/CFV Conference on Computer Vision and Pattern Recognition (CVPR). 2024. 6017-6026
2017 - 2020 The University of Tokyo The Graduate School of Information Science and Technology Department of Information and Communication Engineering, Ph.D. (Information Science and Technology)
2015 - 2017 The University of Tokyo The Graduate School of Information Science and Technology Department of Information and Communication Engineering
2013 - 2015 The University of Tokyo The Faculty of Engineering Department of Information and Communication Engineering
Professional career (1):
Ph.D. (The University of Tokyo)
Work history (5):
2024/04 - 現在 Chiba University
2021/04 - 2024/03 Chiba University Assistant Professor
2021/06 - 2022/05 The University of Tokyo The Graduate School of Information Science and Technology Department of Information and Communication Engineering
2020/04 - 2021/03 The University of Tokyo The Graduate School of Information Science and Technology Department of Information and Communication Engineering Project Researcher
2023/11 - 情報論的学習理論と機械学習 (IBISML) 研究会,Information-Based Induction Sciences Workshop, 2023 Best Student Presentation Award Finalist Adversarial Training from Mean Field Perspective
2023/07 - 第 26回 画像の認識・理解シンポジウム MIRU2024 インタラクティブ発表賞 Probabilistic Approach towards Theoretical Understanding for Adversarial Training
2023/02 - 画像工学研究会 IE賞 Probabilistic Approach towards Theoretical Understanding for Adversarial Training