Statistical Machine Learning

Generalized core algorithm to make trustworthy AI algorithm.

  • Invariant Representation Learning

  • Bayesian Neural Network

  • Deep Generative Model

Multimodal Learning

Optimization algorithm for Large-Scale Vision and Langauge Model

  • Large-Scale Model Pretraining

  • Few-Shot Learning for Large-Scale Model

  • Debiased Representation Learning

ML/AI Application

Application of ML algorithm to the specific domain in order to find new implications.

  • Recommender System

  • Medicine, Chemistry

  • Computational Social Science