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RIKEN Center for Interdisciplinary Theoretical and Mathematical Sciences AI as Science Team

Team Director: Masato Taki (Ph.D.)

Research Summary

Masato taki

This team promotes “AI for Science,” an initiative to accelerate research in natural and social sciences through cutting-edge AI research grounded in mathematical sciences, in collaboration with researchers both within and outside iTHEMS.

Main Research Fields

  • Mathematical & Physical Sciences

Related Research Fields

  • Informatics
  • Interdisciplinary Science & Engineering
  • Mathematical information science
  • Computational Science
  • Mathematical Science

Keywords

  • Deep Learning
  • Large Language Model
  • Mathematical Science
  • Big Data

Selected Publications

Papers with an asterisk(*) are based on research conducted outside of RIKEN.

  • 1. *Masumura, T., & Taki, M
    "On the Role of Hidden States of Modern Hopfield Network in Transformer"
    In Proceedings of the 39th Annual Conference on Neural Information Processing Systems (NeurIPS), (2025)
  • 2. *Yasuki, S., Miyanishi, T., Inoue, N., Kurita, S., Sakamoto, K., Azuma, D., ... & Taki, T., Matsuo, Y.
    "GeoProg3D: Compositional Visual Reasoning for City-Scale 3D Language Fields"
    The International Conference on Computer Vision (ICCV), (2025)
  • 3. *Tatsunami, Y., & Taki, M
    "FFT-based dynamic token mixer for vision"
    Proceedings of the AAAI Conference on Artificial Intelligence. Vol. 38. No. 14. (2024)
  • 4. *Yasuki, S., & Taki, M
    "CAM Back Again: Large Kernel CNNs from a Weakly Supervised Object Localization Perspective"
    In 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp. 341-351. (2024)
  • 5. *Tatsunami, Y., & Taki, M
    "Sequencer: Deep lstm for image classification"
    In Proceedings of the 36th International Conference on Neural Information Processing Systems (NeurIPS), pp. 38204-38217. (2022)
  • 6. *Matsui, T., Taki, M., Pham, T. Q., Chikazoe, J., & Jimura, K
    "Counterfactual explanation of brain activity classifiers using image-to-image transfer by generative adversarial network"
    Frontiers in Neuroinformatics, 15, pp. 802938 (2022)

Lab Members

Principal investigator

Masato Taki
Team Director

Careers

Position Deadline
Seeking a few of Research Scientists or Postdoctoral Researchers (25-1477) Open until filled

Contact Information

Email: taki@riken.jp

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