Zhuojie Sui earned a Master’s degree in Nuclear Science and Technology from Xi’an Jiaotong University (XJTU), in 2020, with her thesis focusing on uncertainty quantification methods for high-fidelity reactor physics transient analysis. She obtained a PhD in Physics from the LMU Faculty of Physics in 2025. Her doctoral research focused on uncertainty analysis in motion management for MR-guided radiotherapy (MRgRT), with particular emphasis on reducing imaging errors through deep learning-based intra-frame motion compensation.