Rchr
J-GLOBAL ID:202001000989405698   Update date: Sep. 05, 2024

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 (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
more...
MISC (6):
  • Yusuke Marumo, Kazuhiko Kawamoto, Hiroshi Kera. Matching Non-Identical Objects. CoRR. 2024. abs/2403.08227
  • Hiroshi Kera, Yuki Ishihara, Yuta Kambe, Tristan Vaccon, Kazuhiro Yokoyama. Learning to Compute Gröbner Bases. CoRR. 2023. abs/2311.12904
  • 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
more...
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)
more...
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):
  • 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
  • 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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