Ziqian Lin (Computer Science), advised by Kangwook Lee (Electrical and Computer Engineering) and Hanbaek Lyu (Mathematics), works on the intersection of machine learning and deep learning. Currently, he is working on model compositions of frozen pre-trained models and NLP topics including understanding the phenomena of in-context learning, and watermarking LLMs.