Center for Advanced Intelligence Project

Masashi Sugiyama (Ph.D.)

Overview

Many aspects of the learning mechanisms of today’s AI foundation models remain only partially understood. Elucidating their underlying mathematical principles is essential for realizing reliable and efficient AI systems. With the goal of creating new, general-purpose and trustworthy theories of machine learning, we pursue research from a long-term perspective in an environment where researchers can fully exercise their creativity. Through these efforts, we aim to continuously produce world-leading research achievements and nurture the next generation of outstanding researchers.

laboratories

• Imperfect Information Learning Team

  

  Team Director

  Masashi Sugiyama (Ph.D.)

  Imperfect Information Learning TeamRIKEN WEBSite

• Dynamical Systems Learning Team

  

  Team Director

  Yoshinobu Kawahara (Ph.D.)

  Dynamical Systems Learning TeamLab's WEBSite Dynamical Systems Learning TeamRIKEN WEBSite

• Tensor Learning Team

  

  Team Director

  Qibin Zhao (Ph.D.)

  Tensor Learning TeamLab's WEBSite Tensor Learning TeamRIKEN WEBSite

• Succinct Information Processing Team

  

  Team Director

  Yasuo Tabei (Ph.D.)

  Succinct Information Processing TeamLab's WEBSite Succinct Information Processing TeamRIKEN WEBSite

• Deep Learning Theory Team

  

  Team Director

  Taiji Suzuki (Ph.D.)

  Deep Learning Theory TeamRIKEN WEBSite

• Computational Learning Theory Team

  

  Team Director

  Kohei Hatano (Ph.D.)

  Computational Learning Theory TeamLab's WEBSite Computational Learning Theory TeamRIKEN WEBSite

• Causal Inference Team

  

  Team Director

  Shohei Shimizu (Ph.D.)

  Causal Inference TeamLab's WEBSite Causal Inference TeamRIKEN WEBSite

• Adaptive Bayesian Intelligence Team

  

  Team Director

  Mohammad Emtiyaz Khan (Ph.D.)

  Adaptive Bayesian Intelligence TeamLab's WEBSite Adaptive Bayesian Intelligence TeamRIKEN WEBSite

• Continuous Optimization Team

  

  Team Director

  Akiko Takeda (Ph.D.)

  Continuous Optimization TeamLab's WEBSite Continuous Optimization TeamRIKEN WEBSite

• Mathematical Science Team

  

  Team Director

  Kenichi Bannai (D.Math.Sci.)

  Mathematical Science TeamLab's WEBSite Mathematical Science TeamRIKEN WEBSite

• Business and Economic Information Fusion Analysis Team

  

  Team Director

  Takahiro Hoshino (Ph.D.)

  Business and Economic Information Fusion Analysis TeamLab's WEBSite Business and Economic Information Fusion Analysis TeamRIKEN WEBSite

• AI Safety and Reliability Unit

  

  Unit Leader

  Hiromi Arai (Ph.D.)

  AI Safety and Reliability UnitRIKEN WEBSite

• High-Dimensional Structure Theory Team

  

  Team Director

  Masaaki Imaizumi (Ph.D.)

  High-Dimensional Structure Theory TeamRIKEN WEBSite

• Sequential Decision Making Team

  

  Team Director

  Shinji Ito (Ph.D.)

• Uncertainty Quantification Team

  

  Team Director

  Futoshi Futami (Ph.D.)

  Uncertainty Quantification TeamRIKEN WEBSite

• Information Statistical Mechanics and Dynamics Team

  

  Team Director

  Ayaka Sakata (Ph.D.)

  Information Statistical Mechanics and Dynamics TeamRIKEN WEBSite

• Computational Social Choice Team

  

  Team Director

  Ayumi Igarashi (Ph.D.)

  Computational Social Choice TeamRIKEN WEBSite

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