Jiayi Liu received the B.Sc. degree in Applied Statistics from Central University of Finance and Economics in 2020, supervised by Prof.Su Zhi, and M.Sc. degree in Computational Statistics and Machine Learning from University College London in 2021, supervised by Prof.Ingemar J. Cox. During her graduate studies, she conducted research on various topics, including natural language translation and search queries generation. In 2022, She worked as a junior researcher at Tencent focusing on the authenticity and precision of virtual humans, where she gained practical experience in developing deep learning solutions for real-world applications.