I am generally interested in developing algorithms that equip machines with more general intelligence via knowledge transfer and compositionality. This includes allowing continuous transfer and adaptation of the knowledge previous learned (nowadays in LLMs) to quickly learn the current task with minimal human supervision, and autonomously evaluating the success of knowledge transfer. I am also passionate about applying these algorithms into real-world applications with small data, e.g., drug discovery.