Statistical Machine Learning
Generalized core algorithm to make trustworthy AI algorithm.
Invariant Representation Learning
Bayesian Neural Network
Deep Generative Model
Optimization algorithm for Large-Scale Vision and Langauge Model
Large-Scale Model Pretraining
Few-Shot Learning for Large-Scale Model
Debiased Representation Learning
Application of ML algorithm to the specific domain in order to find new implications.
Computational Social Science