Guo, the head of the Liyuan, studied in Los Angeles, graduated from the Director Department of the American Film Academy, and obtained a postgraduate degree from the University of California, Santa Barbara.

In addition, Guo has some other identities. He is the son of actor Guo Kaimin and actor Liu Xiaochun.