Research Interest

My research interests are in numerical optimization, differential geometry, physics-based simulation in computer graphics, and applying machine learning to solve their systems, including various simulations of deformable solids, fluids, and thermomechanical effects and non-linear/linear optimization for sparse matrices.

Publications

  • A Neural-preconditioned Poisson Solver for Mixed Dirichlet and Neumann Boundary Conditions
    Kai Weixian Lan, Elias Gueidon, Ayano Kaneda, Julian Panetta, Joseph Teran · International Conference on Machine Learning (ICML 2024)
    project page paper video
  • A Deep Conjugate Direction Method for Iteratively Solving Linear Systems
    Ayano Kaneda, Osman Akar, Jingyn Chen, Victoria Kala, David Hyde, Joseph Teran · International Conference on Machine Learning (ICML 2023)
    project page paper video
  • Fiber-Dependent Approach for Fast Dynamic Character Animation
    Ayano Kaneda, Tsukasa Fukusato, Yoshihiro Fukuhara, Takayuki Nakatsuka, Shigeo Morishima · Computer Animation and Social Agents (CASA 2017) (oral), South Korea
    paper video

Blog

  • ぽよぽよ動くスタンプを作りたい [Shape Matching法]
    Ayano Kaneda · Zenn, Dec 1, 2025. link

Invited Talks

  • Deep Learning Approach to Approximate the Solution for Poisson Matrix. Scientific Computing and Machine Learning (SCML 2024), Kyoto, Japan, March 19–23, 2024. link
  • A Deep Conjugate Direction Method for Iteratively Solving Linear Systems. Visual Computing (VC 2023), Tokyo, Japan, September 17–20, 2023. link

Seminars

  • 深層学習を用いたポアソン方程式解法の近似アプローチについて RICOS Seminar #1, February 4, 2025. link

Awards

  • MIRU2025 interactive session award
    MIRU インタラクティブセッション賞 · Aug 2025
    MASt3R 点群と信頼度を用いた非剛体ICPの有効性検証
    Ayano Kaneda, Jiazheng Chai, 加藤卓哉 link
  • MIRU2024 interactive session award
    MIRU インタラクティブセッション賞 · Aug 2024
    多視点動画からの一貫した三次元顔メッシュ生成手法の検証と性能改善の検討
    Ayano Kaneda, 櫻井快勢, 武富貴史 link

Workshop (Reviewed)

  • A Deep Conjugate Direction Method for Iteratively Solving Linear Systems
    Ayano Kaneda, Osman Akar, David Hyde, Joseph Teran · International Congress on Industrial and Applied Mathematics 2023 (ICIAM 2023), August 20–25, 2023, Tokyo. link
  • 局所的な異方性と硬さを考慮した高速なキャラクタの二次動作生成の提案.
    Ayano Kaneda, Tsukasa Fukusato, Yoshihiro Fukuhara, Takayuki Nakatsuka, Shigeo Morishima · Computer Entertainment Developers Conference 2017 (CEDEC2017), Yokohama, 2017. talk link

Workshop (Domestic, Unreviewed)

  • CVIM2026年1月研究会: CSS-BA：幾何ゲート付き列空間探索による選択的バンドル調整
    金田 綾乃（早稲田大学）,武富 貴史（サイバーエージェント）, 山口 周悟,森島 繁生（早稲田大学） program
  • CVIM2026年1月研究会: 大規模三次元復元モデルの信頼度を用いた動的点群位置合わせ
    金田 綾乃, Jiazheng Chai, 加藤 卓哉（エクサウィザーズ） program

Research Support

  • Jan 2020 – Aug 2020 (SGU): Top Global University Project: Waseda Goes Global - A Plan to Build a Worldwide Academic Network. link
  • Aug 2019 – Dec 2019 (Ministry of Education, Japan): Tobitate ryugaku Japan project. link
  • Jan 2018 – Mar 2018 (SGU): Top Global University Project: Waseda Goes Global - A Plan to Build a Worldwide Academic Network. link

Contact

Email: kintakosu0721[@]gmail.com

Google Scholar: scholar profile

CV: download PDF