• Deep Generative Model: Diffusion Model, Variational Autoencoder, Large Language Models
• Insufficient/incomplete Dataset: Noisy Label Learning, Positive-Unlabeled Learning, Distribution Shift

• Robust & Reliable Machine Learning
• Data Centric AI & Efficient Learning
• Generative Models & LLMs

• Machine learning
• Dataset Distillation, Coreset Selection
• Knowledge Distillation

• Generative AI
• Probabilistic Modeling

• Deep Generative Model

Machine Learning