Kera Hiroshi

ケラヒロシ | Kera Hiroshi

Affiliation and department：

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

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Papers (30)：

Soichiro Kumano, Hiroshi Kera, Toshihiko Yamasaki. Wide Two-Layer Networks can Learn from Adversarial Perturbations. Neural Information Processing Systems. 2024
Hiroshi Kera, Yuki Ishihara, Yuta Kambe, Tristan Vaccon, Kazuhiro Yokoyama. Learning to Compute Gröbner bases. Neural Information Processing Systems. 2024. abs/2311.12904
Hiroshi Kera, Yuki Ishihara, Tristan Vaccon, Kazuhiro Yokoyama. Gröbner basis computation via learning. International Symposium on Symbolic Computation in Software Science (SCSS 2024), Work in Progress Workshop. 2024. 51-56
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

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MISC (5)：

Yusuke Marumo, Kazuhiko Kawamoto, Hiroshi Kera. Matching Non-Identical Objects. CoRR. 2024. abs/2403.08227
Ryosuke Masuya, Yuichi Ike, Hiroshi Kera. Vanishing Component Analysis with Contrastive Normalization. 2022
Kosuke Sumiyasu, Kazuhiko Kawamoto, Hiroshi Kera. Game-Theoretic Understanding of Misclassification. 2022
Chun Yang Tan, Kazuhiko Kawamoto, Hiroshi Kera. Adversarial amplitude swap towards robust image classifiers. 2022
Wataru Okamoto, Hiroshi Kera, Kazuhiko Kawamoto. Reinforcement Learning with Adaptive Curriculum Dynamics Randomization for Fault-Tolerant Robot Control. 2021

Lectures and oral presentations (10)：

Identifying Important Group of Pixels using Interactions
(2024)
Learning to Do Computational Algebra via Transformer
(ERATO MMSD Project Colloquium (Invited seminar talk) 2024)
Interplay of machine learning;algebraic computation
(Eighth International Workshop on Symbolic-Neural Learning (SNL2024) 2024)
Transformer in Vision and Algebra
(The 2nd Vision, Graphics and Sensing Workshop 2024)
Transformer によるグレブナー基底計算とその計算代数的課題
(九州大学IMI共同利用・短期共同研究公開プログラム「記号計算の高速化と産業課題解決への応用」 2023)

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Education (3)：

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)：

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
2017/04 - 2020/03 独立行政法人日本学術振興会特別研究員(DC1)

Awards (10)：

2024/08 - 第 27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敵対的摂動に頑健なPositive-Unlabeled学習
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
2022/09 - PRMU研究会,2022年9月研究会月間ベストプレゼンテーション賞動画像の解きほぐしに向けた敵対的補助分類器の効果検証

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