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)
  • 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)
  • 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

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

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