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Jianmin Liu, currently a Ph.D. student at Xi'an Jiaotong University, is dedicated to the realm of Low Cost Large Language Model and its Privacy & Security, under the supervision of Professor Li Yan. Prior to this, his research on data security issues in the Smart Transportation led him to successfully attain a Master's degree in Cybersecurity from Fujian Normal University. He has served as a Security Researcher at the Fuying Laboratory of NSFOCUS Technology R&D Center in Xi'an. With a background that seamlessly integrates both academic rigor and real-world application, he brings a unique look to his doctoral research, poised to make significant contributions to the advancement of model efficiency and security in the digital age.