Stochastic Analysis

Analyzing long-range dependence, the Rosenblatt process, Malliavin calculus, and large random matrices.

Applied Machine Learning

Leveraging deep learning, diffusion models, and evolutionary algorithms to solve complex problems in biomedicine and finance.

NLP & Knowledge Graphs

Developing robust NLP models, adaptive educational AI, and voice-interaction-based systems with production constraints.

AI Systems & MLOps

Architecting scalable data pipelines, AutoML platforms, and HPC test frameworks for model optimization.

Philosophy

Comparison of Chinese and Western philosophy, exploring frameworks to philosophically understand the self and existence.

Sociology

Examining relationship structures, attachment theories, and systemic functions in modern social environments.