My Projects

Large Language Models for Software Engineering

• Comprehensively assessing LLMs for source code
• Developed knowledge-guided LLM for software vulnerability detection

Physcis-based Learning for Autonomous Driving and Embodied AI

• Incorporated the laws of physics into deep learning models to improve their interpretability and generalization capability
• Developed Physics-guided State Space Models for long-term dynamics forecasting
• Apply the proposed models to drone state prediction, autonomous driving, and climate changes