Research

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